diff --git a/README.md b/README.md
new file mode 100644
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+++ b/README.md
@@ -0,0 +1,11 @@
+---
+pretty_name: Pass@k and pass@1 comparison
+---
+
+# Pass@k and pass@1 comparison
+
+This repository archives the interactive report, per-step metric table, schema-normalized run CSVs, and report-generation scripts for the Snowball and Qwen3-Coder reinforcement-learning runs tracked in [marin#7786](https://github.com/marin-community/marin/issues/7786) and [marin#7785](https://github.com/marin-community/marin/issues/7785).
+
+Open [`index.html`](index.html) for the interactive report. [`experiment-archive-map.md`](experiment-archive-map.md) contains the rounded per-step values and durable links to the source W&B runs or Hugging Face metric files.
+
+Snowball reports pass@16. Its pass@1 comes from logged accuracy, mapped binary outcome reward, or mapped binary raw reward, depending on the run. Qwen3-Coder reports pass@8; binary-verifier runs use mean raw reward as sampled pass@1. Runs with `dynamic_sampling.type: filter` are excluded from the dataset-level delta plot in `index.html`. Because [`tt-x0_verifier-shaped-20-30B`](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B) uses partial-credit instead of binary verification, it has no binary pass@1, and its reported pass@8 is not compared with binary-verifier runs.
diff --git a/build_interactive_report.py b/build_interactive_report.py
new file mode 100644
index 0000000000000000000000000000000000000000..fc16a0bfb581834b6d4705a6132f2389d3a1d0b8
--- /dev/null
+++ b/build_interactive_report.py
@@ -0,0 +1,700 @@
+#!/usr/bin/env python3
+"""Build the standalone interactive report for marin#7786."""
+
+import csv
+import json
+import os
+import re
+from collections import defaultdict
+from pathlib import Path
+from statistics import mean
+from typing import Any
+
+import wandb
+
+import export_wandb_metrics as archive
+
+
+OUTPUT_PATH = Path(__file__).parent / "index.html"
+QWEN_METRICS_DIR = Path(__file__).parent / "run-metrics-qwen"
+SNOWBALL_BASE_MODEL = "Snowball 67B-A2B"
+QWEN_BASE_MODEL = "Qwen3-Coder-30B-A3B"
+EXCLUDED_EXPERIMENTS = {"e5-e1-advantage-analysis.csv"}
+LEGACY_DAPO_EXPERIMENTS = {
+ "e1-ctx4k-p4.csv",
+ "e1-ctx4k-p8.csv",
+ "e1-ctx8k-p4.csv",
+ "e1-ctx8k-p8.csv",
+ "e2-unregularized.csv",
+ "e2-entropy-001.csv",
+ "e2-entropy-0003.csv",
+ "e2-kl.csv",
+ "e3-length-penalty-1.csv",
+ "e3b-length-penalty-025.csv",
+ "e3c-no-truncation-cliff.csv",
+ "e4-ctx12k-p4.csv",
+ "e4-ctx12k-p8.csv",
+ "e4-ctx16k-p8.csv",
+ "e7-chat-checkpoint.csv",
+ "e7b-no-cliff.csv",
+ "e7c-sequence-mean.csv",
+ "e8-unforced-thinking.csv",
+ "e9-ctx12k.csv",
+ "e9-ctx16k.csv",
+ "e9b-ctx24k-initial.csv",
+}
+LEGACY_DATASET_BY_EXPERIMENT = {
+ **{filename: "DAPO-17k" for filename in LEGACY_DAPO_EXPERIMENTS},
+ "e6-original.csv": "RLVR-MATH",
+ "e6-reproduction-a.csv": "RLVR-MATH",
+ "e6-reproduction-b.csv": "RLVR-MATH",
+}
+
+
+def dataset_name(experiment_filename: str, train_data: object) -> str:
+ """Return the canonical source dataset for a W&B train-data path."""
+ if experiment_filename in LEGACY_DATASET_BY_EXPERIMENT:
+ return LEGACY_DATASET_BY_EXPERIMENT[experiment_filename]
+
+ paths = train_data if isinstance(train_data, list) else [train_data]
+ joined = " ".join(str(path).lower() for path in paths)
+ if "deepscaler" in joined:
+ return "DeepScaleR"
+ if "rlvrmath" in joined:
+ return "RLVR-MATH"
+ if "dapo17k" in joined:
+ return "DAPO-17k"
+ raise ValueError(f"Unknown source dataset: {train_data!r}")
+
+
+def display_name(filename: str) -> str:
+ """Turn an archive filename into a compact chart label."""
+ stem = Path(filename).stem
+ words = stem.split("-")
+ prefix = words.pop(0)
+ match = re.fullmatch(r"e(\d+)(.*)", prefix)
+ if match:
+ prefix = f"E{match.group(1)}{match.group(2)}"
+ elif prefix == "hero":
+ prefix = "Hero"
+ return " · ".join((prefix, " ".join(words)))
+
+
+def history_rows(run: wandb.apis.public.Run, experiment: archive.Experiment) -> list[dict[str, Any]]:
+ """Read the chart metrics from one W&B run."""
+ history = run.history(samples=archive.HISTORY_SAMPLES, pandas=False, stream="default")
+ rows = []
+ for item in history:
+ step = archive.number(item.get("trainer/global_step"))
+ pass_at_k = archive.number(item.get("reward/avg_pass_at_16"))
+ reward = archive.number(item.get("reward/avg_raw_reward"))
+ if step is None or (pass_at_k is None and reward is None):
+ continue
+ pass_at_1, _ = archive.accuracy(item, experiment.derive_accuracy_from_raw_reward)
+ rows.append(
+ {
+ "step": int(step),
+ "pass_at_1": pass_at_1,
+ "pass_at_k": pass_at_k,
+ "reward": reward,
+ }
+ )
+ return rows
+
+
+def rounded(value: float) -> float:
+ return round(value, 4)
+
+
+def has_filtered_dynamic_sampling(config: dict[str, Any]) -> bool:
+ """Return whether pass@16 was measured after mixed-reward group filtering."""
+ dynamic_sampling = config.get("trainer", {}).get("algorithm", {}).get("dynamic_sampling", {})
+ return isinstance(dynamic_sampling, dict) and dynamic_sampling.get("type") == "filter"
+
+
+def within_run_deltas(rows: list[dict[str, Any]], metric: str) -> list[float]:
+ """Return later-step metric changes relative to the run's first recorded value."""
+ by_step = {row["step"]: row for row in rows}
+ values = [by_step[step][metric] for step in sorted(by_step) if by_step[step][metric] is not None]
+ if len(values) < 2:
+ return []
+ baseline = values[0]
+ return [value - baseline for value in values[1:]]
+
+
+def qwen_runs() -> list[tuple[dict[str, str], list[dict[str, Any]]]]:
+ """Read normalized Hugging Face metric snapshots, one file per exported run."""
+ runs = []
+ for path in sorted(QWEN_METRICS_DIR.glob("*.csv")):
+ with path.open(newline="") as source:
+ archived_rows = list(csv.DictReader(source))
+ metadata = archived_rows[0]
+ rows = [
+ {
+ "step": int(row["step"]),
+ "pass_at_1": float(row["pass_at_1"]) if row["pass_at_1"] else None,
+ "pass_at_k": float(row["pass_at_k"]) if row["pass_at_k"] else None,
+ "reward": float(row["reward"]) if row["reward"] else None,
+ }
+ for row in archived_rows
+ ]
+ runs.append((metadata, rows))
+ return runs
+
+
+def report_data(api: wandb.Api) -> dict[str, Any]:
+ """Collect experiment series and dataset-level aggregate statistics."""
+ source_cache: dict[str, tuple[str, str, list[dict[str, Any]], bool]] = {}
+ series = []
+
+ for experiment in archive.EXPERIMENTS:
+ if experiment.filename in EXCLUDED_EXPERIMENTS or not experiment.sources:
+ continue
+
+ experiment_rows = []
+ experiment_datasets = set()
+ source_urls = []
+ for source in experiment.sources:
+ if source.path not in source_cache:
+ run = api.run(source.path)
+ dataset = dataset_name(experiment.filename, run.config.get("data", {}).get("train_data", []))
+ source_cache[source.path] = (
+ dataset,
+ run.url,
+ history_rows(run, experiment),
+ has_filtered_dynamic_sampling(run.config),
+ )
+ dataset, source_url, rows, _ = source_cache[source.path]
+ experiment_datasets.add(dataset)
+ source_urls.append(source_url)
+ experiment_rows.extend(rows)
+
+ if len(experiment_datasets) != 1:
+ raise ValueError(f"Mixed source datasets for {experiment.filename}: {experiment_datasets}")
+
+ by_step = {row["step"]: row for row in experiment_rows}
+ points = [by_step[step] for step in sorted(by_step)]
+ paired_points = [point for point in points if point["pass_at_1"] is not None and point["pass_at_k"] is not None]
+ if not paired_points:
+ continue
+
+ series.append(
+ {
+ "id": Path(experiment.filename).stem,
+ "label": display_name(experiment.filename),
+ "dataset": next(iter(experiment_datasets)),
+ "baseModel": SNOWBALL_BASE_MODEL,
+ "k": archive.PASS_AT_K,
+ "urls": source_urls,
+ "points": [
+ {
+ "step": point["step"],
+ "pass1": rounded(point["pass_at_1"]),
+ "passk": rounded(point["pass_at_k"]),
+ "reward": rounded(point["reward"]) if point["reward"] is not None else None,
+ }
+ for point in paired_points
+ ],
+ }
+ )
+
+ observations: dict[tuple[str, str], dict[str, list[float]]] = defaultdict(
+ lambda: {"passk": [], "reward": []}
+ )
+ excluded_filtered_runs = 0
+ for dataset, _, rows, filtered_dynamic_sampling in source_cache.values():
+ if filtered_dynamic_sampling:
+ excluded_filtered_runs += 1
+ continue
+ observations[(SNOWBALL_BASE_MODEL, dataset)]["passk"].extend(within_run_deltas(rows, "pass_at_k"))
+ observations[(SNOWBALL_BASE_MODEL, dataset)]["reward"].extend(within_run_deltas(rows, "reward"))
+
+ excluded_polluted_runs = 0
+ for metadata, rows in qwen_runs():
+ paired_points = [row for row in rows if row["pass_at_1"] is not None and row["pass_at_k"] is not None]
+ if paired_points:
+ series.append(
+ {
+ "id": f"qwen-{Path(metadata['source_url']).name}",
+ "label": metadata["experiment"],
+ "dataset": metadata["source_dataset"],
+ "baseModel": metadata["base_model"],
+ "k": int(metadata["k"]),
+ "urls": [metadata["source_url"]],
+ "points": [
+ {
+ "step": point["step"],
+ "pass1": rounded(point["pass_at_1"]),
+ "passk": rounded(point["pass_at_k"]),
+ "reward": rounded(point["reward"]) if point["reward"] is not None else None,
+ }
+ for point in paired_points
+ ],
+ }
+ )
+
+ if metadata["passk_polluted"].lower() == "true":
+ excluded_polluted_runs += 1
+ continue
+ key = (metadata["base_model"], metadata["source_dataset"])
+ observations[key]["passk"].extend(within_run_deltas(rows, "pass_at_k"))
+ observations[key]["reward"].extend(within_run_deltas(rows, "reward"))
+
+ aggregates = []
+ for (base_model, dataset), values in sorted(observations.items()):
+ if not values["passk"] or not values["reward"]:
+ continue
+ aggregates.append(
+ {
+ "baseModel": base_model,
+ "dataset": dataset,
+ "maxPasskDelta": rounded(max(values["passk"])),
+ "meanPasskDelta": rounded(mean(values["passk"])),
+ "maxRewardDelta": rounded(max(values["reward"])),
+ "meanRewardDelta": rounded(mean(values["reward"])),
+ "passkDeltaCount": len(values["passk"]),
+ "rewardDeltaCount": len(values["reward"]),
+ }
+ )
+
+ return {
+ "series": series,
+ "aggregates": aggregates,
+ "excludedFilteredRuns": excluded_filtered_runs,
+ "excludedPollutedRuns": excluded_polluted_runs,
+ "baseModels": [
+ {"id": SNOWBALL_BASE_MODEL, "k": archive.PASS_AT_K},
+ {"id": QWEN_BASE_MODEL, "k": 8},
+ ],
+ }
+
+
+HTML_TEMPLATE = r'''
+
+
+
+
+ Pass@k and pass@1 · RL checkpoint archive
+
+
+
+
+
+
+
+
+ Marin · RL checkpoint archive Snowball + Qwen3-Coder
+ Pass@k and pass@1 across RL checkpoints
+ Per-step verifier performance across Snowball and Qwen3-Coder campaigns, followed by within-run change grouped by source dataset.
+
+
+
+ Figure 1
+ Each translucent band spans sampled pass@1 to pass@k at a training step (k=16 for Snowball; k=8 for Qwen3-Coder). The selected base-model filter applies to both figures; then filter by source dataset or use the checkboxes. Hover a band to isolate it. Snowball pass@1 uses environment/acc, the outcome-reward series mapped from −1/+1 to 0/1, or the same mapping of binary raw reward, depending on the run. Qwen3-Coder pass@1 is reward/avg_raw_reward for binary-verifier runs: the mean of 512 zero-or-one outcomes. The run using the X0-shaped partial-credit reward has no binary pass@1 and is omitted from this figure.
+
+
+ Base model
+
+ Source dataset
+ All datasets
+ Select visible
+ Clear visible
+
+
+
+
+
+
+
+
+ Figure 2
+ For each included run and metric, each later value is converted to Δ = value(step) − the first recorded value of that metric in the run. Within each source dataset, the bars show the maximum and arithmetic mean across all later-step changes; longer runs contribute more observations. The selected base-model filter applies to both figures. Runs using the DAPO objective with dynamic_sampling.type: filter are excluded because pass@k is conditioned on prompt groups with non-zero reward variance. The run using the X0-shaped partial-credit reward is also excluded because its pass@8 is non-comparable. The entire affected run is removed so pass@k and reward use the same cohort; dataset names do not determine eligibility.
+
+
+
+ Sources: marin#7786 , marin#7785 , and the Jupiter TaskTrove DAPO archive · Durable run links and rounded per-step values: experiment-archive-map.md · Generated from authenticated W&B histories and archived Hugging Face model metrics.
+
+
+
+
+'''
+
+
+def main() -> None:
+ """Fetch current archived metrics and write a standalone HTML report."""
+ if not os.environ.get("WANDB_API_KEY"):
+ raise RuntimeError("WANDB_API_KEY must be set")
+ data = report_data(wandb.Api(timeout=120))
+ payload = json.dumps(data, separators=(",", ":"), sort_keys=True)
+ OUTPUT_PATH.write_text(HTML_TEMPLATE.replace("__REPORT_DATA__", payload))
+ print(f"Wrote {OUTPUT_PATH} with {len(data['series'])} plotted experiments")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/experiment-archive-map.md b/experiment-archive-map.md
new file mode 100644
index 0000000000000000000000000000000000000000..224ac7ed83c70c7cebab3554fd423ffd94bf3afb
--- /dev/null
+++ b/experiment-archive-map.md
@@ -0,0 +1,2251 @@
+| Experiment name | Base model | Step | pass_at_1 (%) | pass_at_k (%) | k | Durable metrics link |
+| --- | --- | ---: | ---: | ---: | ---: | --- |
+| E1 — ctx4k-p4 | Snowball 67B-A2B | 1 | 1.05 | 8.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E1 — ctx4k-p4 | Snowball 67B-A2B | 2 | 1.12 | 7.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E1 — ctx4k-p4 | Snowball 67B-A2B | 3 | 1.37 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E1 — ctx4k-p4 | Snowball 67B-A2B | 4 | 2.51 | 16.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E1 — ctx4k-p4 | Snowball 67B-A2B | 5 | 3.74 | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E1 — ctx4k-p8 | Snowball 67B-A2B | 1 | 1.27 | 10.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E1 — ctx4k-p8 | Snowball 67B-A2B | 2 | 1.68 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E1 — ctx4k-p8 | Snowball 67B-A2B | 3 | 1.32 | 12.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E1 — ctx4k-p8 | Snowball 67B-A2B | 4 | 1.71 | 15.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E1 — ctx4k-p8 | Snowball 67B-A2B | 5 | 2.32 | 14.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E1 — ctx8k-p4 | Snowball 67B-A2B | 1 | 3.83 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E1 — ctx8k-p4 | Snowball 67B-A2B | 2 | 4.54 | 23.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E1 — ctx8k-p4 | Snowball 67B-A2B | 3 | 4.54 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E1 — ctx8k-p4 | Snowball 67B-A2B | 4 | 5.76 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E1 — ctx8k-p4 | Snowball 67B-A2B | 5 | 6.15 | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E1 — ctx8k-p8 | Snowball 67B-A2B | 1 | 3.61 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E1 — ctx8k-p8 | Snowball 67B-A2B | 2 | 5.79 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E1 — ctx8k-p8 | Snowball 67B-A2B | 3 | 5.76 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E1 — ctx8k-p8 | Snowball 67B-A2B | 4 | 5.74 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E1 — ctx8k-p8 | Snowball 67B-A2B | 5 | 7.03 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E2 — unregularized control | Snowball 67B-A2B | 1 | 4.03 | 30.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 2 | 4.81 | 21.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 3 | 4.91 | 25.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 4 | 6.20 | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 5 | 7.40 | 35.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 6 | 7.37 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 7 | 7.86 | 32.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 8 | 7.91 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 9 | 7.54 | 37.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 10 | 6.45 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 11 | 7.69 | 35.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 12 | 8.42 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 13 | 6.49 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 14 | 6.64 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 15 | 7.74 | 37.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 16 | 5.76 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 17 | 9.06 | 35.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 18 | 9.38 | 35.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 19 | 8.86 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 20 | 8.45 | 43.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — unregularized control | Snowball 67B-A2B | 21 | 8.35 | 39.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
+| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 1 | 3.39 | 26.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
+| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 2 | 0.59 | 5.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
+| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 3 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
+| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 4 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
+| E2 — entropy coefficient 0.003 | Snowball 67B-A2B | 1 | 3.56 | 31.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta) |
+| E2 — entropy coefficient 0.003 | Snowball 67B-A2B | 2 | 1.44 | 13.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta) |
+| E2 — entropy coefficient 0.003 | Snowball 67B-A2B | 3 | 0.12 | 1.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 1 | 3.98 | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 2 | 4.35 | 20.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 3 | 5.25 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 4 | 5.59 | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 5 | 8.01 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 6 | 8.62 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 7 | 7.62 | 36.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 8 | 7.40 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 9 | 7.10 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 10 | 7.23 | 35.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 11 | 8.76 | 35.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 12 | 8.15 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 13 | 7.40 | 33.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 14 | 7.89 | 32.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 15 | 8.45 | 35.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 16 | 6.62 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 17 | 8.91 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 18 | 10.35 | 35.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 19 | 7.50 | 33.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E2-KL — KL-anchor arm | Snowball 67B-A2B | 20 | 9.25 | 39.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
+| E3 — length-penalty weight 1.0 (pass@1 not separately logged) | Snowball 67B-A2B | 1 | — | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up) |
+| E3 — length-penalty weight 1.0 (pass@1 not separately logged) | Snowball 67B-A2B | 2 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up) |
+| E3 — length-penalty weight 1.0 (pass@1 not separately logged) | Snowball 67B-A2B | 3 | — | 20.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up) |
+| E3b — length-penalty weight 0.25 (pass@1 not separately logged) | Snowball 67B-A2B | 1 | — | 23.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas) |
+| E3b — length-penalty weight 0.25 (pass@1 not separately logged) | Snowball 67B-A2B | 2 | — | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas) |
+| E3b — length-penalty weight 0.25 (pass@1 not separately logged) | Snowball 67B-A2B | 3 | — | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 1 | — | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 2 | — | 25.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 3 | — | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 4 | — | 23.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 5 | — | 29.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 6 | — | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 7 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 8 | — | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 9 | — | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 10 | — | 24.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 11 | — | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 12 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 13 | — | 25.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 14 | — | 25.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 15 | — | 26.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 16 | — | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 17 | — | 29.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 18 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 19 | — | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 20 | — | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
+| E4 — ctx12k-p4 (OOM before trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/hgf78rpf) |
+| E4 — ctx12k-p8 (OOM before trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a7byc2jo) |
+| E4 — ctx16k-p8 (OOM before trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/3vjpldre) |
+| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 1 | 1.05 | 8.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 2 | 1.12 | 7.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 3 | 1.37 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 4 | 2.51 | 16.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 5 | 3.74 | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
+| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 1 | 1.27 | 10.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 2 | 1.68 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 3 | 1.32 | 12.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 4 | 1.71 | 15.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 5 | 2.32 | 14.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
+| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 1 | 3.83 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 2 | 4.54 | 23.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 3 | 4.54 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 4 | 5.76 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 5 | 6.15 | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
+| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 1 | 3.61 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 2 | 5.79 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 3 | 5.76 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 4 | 5.74 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 5 | 7.03 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 1 | 11.04 | 58.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 2 | 18.60 | 44.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 3 | 23.02 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 4 | 29.37 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 5 | 25.61 | 50.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 6 | 26.78 | 57.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 7 | 28.56 | 58.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 8 | 28.98 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 9 | 31.45 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 10 | 34.77 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 11 | 34.28 | 63.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 12 | 33.84 | 63.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 13 | 36.67 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 14 | 39.01 | 61.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 15 | 32.93 | 57.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 16 | 33.54 | 56.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 17 | 34.67 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 18 | 38.62 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 19 | 35.57 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH original | Snowball 67B-A2B | 20 | 41.16 | 63.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 1 | 11.99 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 2 | 51.07 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 3 | 63.06 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 4 | 69.70 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 5 | 69.68 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 6 | 70.95 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 7 | 72.90 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 8 | 73.58 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 9 | 72.53 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 10 | 75.73 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 11 | 78.00 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 12 | 71.95 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 13 | 73.95 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 14 | 73.10 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 15 | 69.63 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 16 | 72.17 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 17 | 74.12 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 18 | 72.36 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 19 | 76.98 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 20 | 74.19 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 1 | 11.89 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 2 | 43.21 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 3 | 57.86 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 4 | 66.50 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 5 | 69.24 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 6 | 73.34 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 7 | 74.54 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 8 | 73.80 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 9 | 74.34 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 10 | 77.95 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 11 | 80.96 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 12 | 73.51 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 13 | 77.22 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 14 | 74.10 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 15 | 71.24 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 16 | 73.97 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 17 | 75.32 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 18 | 73.80 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 19 | 78.30 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 20 | 74.88 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
+| E7 — chat-checkpoint arm | Snowball 67B-A2B | 1 | 3.61 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
+| E7 — chat-checkpoint arm | Snowball 67B-A2B | 2 | 1.27 | 12.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
+| E7 — chat-checkpoint arm | Snowball 67B-A2B | 3 | 1.88 | 16.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
+| E7 — chat-checkpoint arm | Snowball 67B-A2B | 4 | 3.12 | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
+| E7 — chat-checkpoint arm | Snowball 67B-A2B | 5 | 4.08 | 22.27 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
+| E7 — chat-checkpoint arm | Snowball 67B-A2B | 6 | 4.00 | 25.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
+| E7 — chat-checkpoint arm | Snowball 67B-A2B | 7 | 2.73 | 19.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
+| E7b — chat checkpoint with E3c reward geometry (pass@1 absent at steps 19–20) | Snowball 67B-A2B | 19 | — | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k5tfr3k0) |
+| E7b — chat checkpoint with E3c reward geometry (pass@1 absent at steps 19–20) | Snowball 67B-A2B | 20 | — | 30.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k5tfr3k0) |
+| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 15 | 4.47 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
+| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 16 | 3.49 | 26.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
+| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 17 | 4.76 | 31.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
+| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 18 | 5.00 | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
+| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 19 | 4.17 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
+| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 20 | 5.27 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 1 | 3.86 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 2 | 4.37 | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 3 | 4.27 | 18.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 4 | 4.42 | 21.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 5 | 3.91 | 21.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 6 | 4.35 | 23.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 7 | 4.79 | 24.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 8 | 5.27 | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 9 | 5.52 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 10 | 5.32 | 25.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 11 | 6.59 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 12 | 5.47 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 13 | 5.59 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 14 | 5.25 | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 15 | 5.96 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 16 | 4.05 | 22.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 17 | 6.35 | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 18 | 7.06 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 19 | 5.47 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E8 — unforced-thinking template | Snowball 67B-A2B | 20 | 6.74 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
+| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 1 | 5.57 | 42.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
+| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 2 | 8.11 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
+| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 3 | 8.28 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
+| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 4 | 7.37 | 29.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
+| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 5 | 9.13 | 37.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
+| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 1 | 6.20 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
+| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 2 | 7.32 | 33.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
+| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 3 | 9.20 | 42.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
+| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 4 | 9.52 | 39.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
+| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 5 | 10.13 | 38.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
+| E9b — initial ctx24k probe | Snowball 67B-A2B | 1 | 6.08 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/z9zpqxfb) |
+| E9b — initial ctx24k probe | Snowball 67B-A2B | 2 | 6.25 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/z9zpqxfb) |
+| E9 — repaired ctx24k | Snowball 67B-A2B | 1 | 5.96 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
+| E9 — repaired ctx24k | Snowball 67B-A2B | 2 | 6.86 | 33.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
+| E9 — repaired ctx24k | Snowball 67B-A2B | 3 | 6.49 | 31.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
+| E9 — repaired ctx24k | Snowball 67B-A2B | 4 | 5.69 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
+| E9 — repaired ctx24k | Snowball 67B-A2B | 5 | 7.69 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
+| E9 — repaired ctx32k | Snowball 67B-A2B | 1 | 6.40 | 47.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
+| E9 — repaired ctx32k | Snowball 67B-A2B | 2 | 8.20 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
+| E9 — repaired ctx32k | Snowball 67B-A2B | 3 | 7.71 | 35.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
+| E9 — repaired ctx32k | Snowball 67B-A2B | 4 | 8.08 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
+| E9 — repaired ctx32k | Snowball 67B-A2B | 5 | 8.54 | 37.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
+| E9 — repaired ctx64k | Snowball 67B-A2B | 1 | 6.01 | 45.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/2g2cbj4z) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 1 | 12.84 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 2 | 45.65 | 80.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 3 | 46.88 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 4 | 57.81 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 5 | 61.11 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 6 | 68.97 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 7 | 73.32 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 8 | 74.83 | 92.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 9 | 76.51 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
+| E10-B — Muon-H arm | Snowball 67B-A2B | 1 | 12.48 | 66.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t) |
+| E10-B — Muon-H arm | Snowball 67B-A2B | 2 | 52.32 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t) |
+| E10-B — Muon-H arm | Snowball 67B-A2B | 3 | 63.82 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 1 | 11.38 | 62.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 2 | 34.99 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 3 | 51.32 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 4 | 56.10 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 5 | 55.86 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 6 | 58.59 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 7 | 63.84 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 8 | 67.16 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-C — EP=8 arm | Snowball 67B-A2B | 9 | 68.73 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
+| E10-D — TIS arm | Snowball 67B-A2B | 1 | 12.70 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj) |
+| E10-D — TIS arm | Snowball 67B-A2B | 2 | 39.67 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj) |
+| E10-D — TIS arm | Snowball 67B-A2B | 3 | 63.28 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj) |
+| E10-E — Muon-H + TIS arm (not launched) | Snowball 67B-A2B | — | — | — | 16 | [Disposition](https://huggingface.co/datasets/penfever/snowball-67b-a2b-math-rl-artifacts/blob/ceb7826b33085c3f3f1ff86538c2e7a39a2dc216/REPORT.md#experiment-index) |
+| hero-v1 | Snowball 67B-A2B | 1 | 12.82 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 2 | 17.09 | 50.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 3 | 28.59 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 4 | 24.05 | 54.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 5 | 24.54 | 54.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 6 | 24.98 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 7 | 27.83 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 8 | 30.79 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 9 | 33.30 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 10 | 38.72 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 11 | 36.38 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 12 | 38.70 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 13 | 40.99 | 69.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 14 | 41.41 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 15 | 36.16 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 16 | 39.01 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 17 | 40.33 | 66.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 18 | 42.80 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 19 | 40.09 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 20 | 49.46 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 21 | 43.31 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 22 | 44.97 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 23 | 43.24 | 69.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 24 | 43.85 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 25 | 48.00 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 26 | 45.29 | 73.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 27 | 45.34 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 28 | 47.92 | 69.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v1 | Snowball 67B-A2B | 29 | 44.58 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
+| hero-v2 | Snowball 67B-A2B | 1 | 13.16 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
+| hero-v2 | Snowball 67B-A2B | 2 | 50.66 | 82.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
+| hero-v2 | Snowball 67B-A2B | 3 | 58.23 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
+| hero-v2 | Snowball 67B-A2B | 4 | 65.01 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
+| hero-v2 | Snowball 67B-A2B | 5 | 66.82 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
+| hero-v2 | Snowball 67B-A2B | 6 | 67.55 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
+| hero-v2 | Snowball 67B-A2B | 7 | 68.97 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
+| hero-v2 | Snowball 67B-A2B | 8 | 65.04 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
+| hero-v2 | Snowball 67B-A2B | 9 | 65.60 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
+| hero-v2 | Snowball 67B-A2B | 11 | 72.66 | 93.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 12 | 67.36 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 13 | 68.38 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 14 | 66.99 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 15 | 63.94 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 16 | 66.02 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 17 | 67.16 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 18 | 68.68 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 19 | 70.19 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 20 | 69.21 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 21 | 68.09 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 22 | 71.07 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 23 | 69.80 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 24 | 67.77 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 25 | 69.51 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 26 | 70.24 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 27 | 69.78 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 28 | 72.12 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 29 | 66.28 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 30 | 73.27 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 31 | 67.97 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 32 | 69.73 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 33 | 65.19 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 34 | 66.04 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 35 | 68.33 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 36 | 73.02 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 37 | 69.80 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 38 | 72.61 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 39 | 71.07 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 40 | 69.80 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 41 | 72.51 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 42 | 71.22 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 43 | 71.02 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 44 | 64.92 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 45 | 70.07 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 46 | 73.61 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 47 | 74.46 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 48 | 71.95 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 49 | 73.14 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v2 | Snowball 67B-A2B | 50 | 69.75 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
+| hero-v3 (stopped before W&B trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/rjfap8hb) |
+| hero-v3b | Snowball 67B-A2B | 1 | 12.38 | 66.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 2 | 51.54 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 3 | 56.98 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 4 | 63.84 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 5 | 63.65 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 6 | 65.72 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 7 | 67.14 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 8 | 67.70 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 9 | 67.41 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 10 | 70.87 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 11 | 72.39 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 12 | 67.58 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 13 | 68.77 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 14 | 66.75 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 15 | 61.62 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 16 | 65.41 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 17 | 67.31 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 18 | 65.55 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 19 | 68.60 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 20 | 67.53 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 21 | 66.26 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 22 | 68.14 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 23 | 67.65 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 24 | 69.09 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 25 | 68.41 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 26 | 68.80 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 27 | 69.51 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 28 | 70.61 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 29 | 66.50 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 30 | 71.95 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 31 | 66.11 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 32 | 66.55 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 33 | 64.14 | 82.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 34 | 62.89 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 35 | 65.58 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 36 | 69.26 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 37 | 67.92 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 38 | 69.53 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 39 | 68.63 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 40 | 66.94 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 41 | 68.58 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 42 | 66.99 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 43 | 69.43 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 44 | 61.96 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 45 | 66.53 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 46 | 70.63 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 47 | 73.63 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 48 | 69.17 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 49 | 71.24 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3b | Snowball 67B-A2B | 50 | 67.50 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
+| hero-v3c | Snowball 67B-A2B | 1 | 13.21 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 2 | 49.32 | 80.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 3 | 55.81 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 4 | 61.89 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 5 | 64.99 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 6 | 67.24 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 7 | 67.65 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 8 | 68.87 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 9 | 68.85 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 10 | 73.56 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 11 | 76.32 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 12 | 70.73 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3c | Snowball 67B-A2B | 13 | 73.10 | 91.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
+| hero-v3d | Snowball 67B-A2B | 1 | 12.33 | 66.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 2 | 50.39 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 3 | 58.20 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 4 | 62.38 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 5 | 63.62 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 6 | 66.38 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 7 | 68.38 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 8 | 69.73 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 9 | 68.04 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 10 | 71.85 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 11 | 72.63 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 12 | 67.53 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 13 | 66.04 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 14 | 65.75 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 15 | 62.30 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 16 | 67.53 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 17 | 68.63 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 18 | 68.16 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3d | Snowball 67B-A2B | 19 | 69.19 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
+| hero-v3e | Snowball 67B-A2B | 1 | 11.94 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 2 | 48.97 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 3 | 57.54 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 4 | 64.65 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 5 | 66.87 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 6 | 66.48 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 7 | 68.82 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 8 | 69.97 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 9 | 69.43 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 10 | 72.05 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 11 | 74.41 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 12 | 68.90 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 13 | 69.70 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 14 | 69.34 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 15 | 64.33 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 16 | 66.97 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 17 | 68.77 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 18 | 68.36 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 19 | 70.26 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 20 | 68.68 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 21 | 67.80 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 22 | 70.75 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 23 | 69.82 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 24 | 69.19 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 25 | 68.51 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 26 | 67.68 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 27 | 68.55 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 28 | 71.00 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 29 | 65.14 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 30 | 71.02 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3e | Snowball 67B-A2B | 31 | 67.90 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
+| hero-v3f | Snowball 67B-A2B | 1 | 12.16 | 62.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
+| hero-v3f | Snowball 67B-A2B | 2 | 11.91 | 64.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
+| hero-v3f | Snowball 67B-A2B | 3 | 11.21 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
+| hero-v3f | Snowball 67B-A2B | 4 | 11.43 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
+| hero-v3f | Snowball 67B-A2B | 5 | 12.40 | 62.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
+| hero-v3g | Snowball 67B-A2B | 1 | 11.57 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 2 | 19.85 | 70.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 3 | 27.98 | 73.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 4 | 38.60 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 5 | 47.95 | 77.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 6 | 51.98 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 7 | 58.89 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 8 | 62.16 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 9 | 65.53 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 10 | 70.90 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 11 | 75.42 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 12 | 70.19 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 13 | 72.56 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 14 | 71.56 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3g | Snowball 67B-A2B | 15 | 67.43 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
+| hero-v3h | Snowball 67B-A2B | 1 | 11.01 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
+| hero-v3h | Snowball 67B-A2B | 2 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
+| hero-v3h | Snowball 67B-A2B | 3 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
+| hero-v3h | Snowball 67B-A2B | 4 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
+| hero-v3i | Snowball 67B-A2B | 1 | 11.74 | 61.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 2 | 44.58 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 3 | 59.99 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 4 | 69.85 | 92.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 5 | 70.87 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 6 | 73.10 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 7 | 74.61 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 8 | 77.10 | 91.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 9 | 76.29 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 10 | 79.32 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 11 | 82.54 | 93.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 12 | 74.49 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 13 | 78.17 | 93.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 14 | 77.49 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 15 | 72.14 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 16 | 75.85 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 17 | 76.66 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| hero-v3i | Snowball 67B-A2B | 18 | 75.73 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 1 | 5.35 | 42.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 2 | 9.25 | 53.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 3 | 11.28 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 4 | 17.70 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 5 | 22.68 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 6 | 21.29 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 7 | 26.27 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 8 | 29.69 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 9 | 26.07 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 10 | 31.96 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 11 | 34.55 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 12 | 33.64 | 91.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 13 | 37.21 | 94.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 14 | 37.70 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 15 | 37.06 | 95.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 16 | 39.43 | 98.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 17 | 39.77 | 98.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 18 | 39.11 | 99.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 19 | 43.70 | 97.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 20 | 40.77 | 94.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 21 | 44.68 | 96.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 22 | 44.34 | 97.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 23 | 43.09 | 96.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 24 | 42.09 | 95.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 25 | 45.80 | 96.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 26 | 43.80 | 94.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 27 | 45.87 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 28 | 48.71 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 29 | 47.27 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 30 | 47.51 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 31 | 46.63 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 32 | 48.34 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 33 | 47.83 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 34 | 50.37 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 35 | 52.34 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 36 | 53.64 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 37 | 55.40 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 38 | 51.83 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 39 | 52.08 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 40 | 54.25 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 41 | 49.07 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 42 | 52.61 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 43 | 50.46 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 44 | 52.64 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 45 | 53.32 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 46 | 53.91 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 47 | 53.34 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 48 | 52.98 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 49 | 52.51 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 50 | 51.42 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 1 | 4.54 | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 2 | 7.20 | 42.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 3 | 11.82 | 49.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 4 | 16.75 | 53.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 5 | 18.24 | 57.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 6 | 20.19 | 55.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 7 | 25.46 | 60.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 8 | 31.18 | 70.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 9 | 32.37 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 10 | 36.33 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 11 | 37.33 | 72.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 12 | 32.67 | 70.31 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 13 | 35.13 | 71.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 14 | 35.47 | 73.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 15 | 39.21 | 72.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 16 | 37.72 | 76.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 17 | 31.40 | 69.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 18 | 34.25 | 72.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 19 | 37.43 | 76.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 20 | 38.99 | 76.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 21 | 39.53 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 22 | 38.84 | 75.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 23 | 40.09 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 24 | 40.04 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 1 | 11.45 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 2 | 18.29 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 3 | 28.25 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 4 | 40.26 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 5 | 51.66 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 6 | 51.51 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 7 | 57.13 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 8 | 60.08 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 9 | 62.96 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 10 | 67.31 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 11 | 70.36 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 12 | 69.70 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 13 | 73.97 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 14 | 74.90 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 1 | 4.15 | 33.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 2 | 5.54 | 40.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 3 | 7.20 | 43.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 4 | 9.50 | 48.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 5 | 12.55 | 53.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 6 | 17.26 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 7 | 17.68 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 8 | 23.36 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 9 | 24.71 | 71.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 10 | 25.76 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 11 | 28.86 | 69.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 12 | 30.40 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 13 | 31.54 | 76.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 14 | 32.30 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 15 | 36.47 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
+| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 16 | 31.30 | 75.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 1 | 12.18 | 60.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 2 | 33.18 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 3 | 36.04 | 69.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 4 | 36.96 | 64.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 5 | 30.91 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 6 | 28.22 | 57.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 7 | 31.05 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 8 | 29.54 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 9 | 30.08 | 57.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 10 | 34.94 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 11 | 33.54 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 12 | 29.83 | 58.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 13 | 31.23 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 14 | 34.81 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 15 | 29.00 | 51.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 16 | 29.39 | 55.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 17 | 30.27 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 18 | 32.42 | 60.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 19 | 31.88 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E15 — interpolated router-bias update | Snowball 67B-A2B | 20 | 37.43 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 1 | 12.23 | 57.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 2 | 30.20 | 73.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 3 | 50.00 | 79.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 4 | 46.78 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 5 | 63.33 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 6 | 67.38 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 7 | 68.58 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 8 | 68.85 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 9 | 66.70 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 10 | 71.68 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 11 | 75.02 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 12 | 70.61 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 13 | 72.61 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 14 | 74.17 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 15 | 67.80 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 16 | 71.90 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 17 | 72.24 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 18 | 71.58 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 19 | 72.66 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 20 | 70.73 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 1 | 11.40 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 2 | 1.39 | 19.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 3 | 10.38 | 50.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 4 | 4.13 | 36.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 5 | 11.50 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 6 | 10.45 | 44.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 7 | 38.67 | 71.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 8 | 50.22 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 9 | 49.10 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 10 | 61.62 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 11 | 65.60 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 12 | 62.30 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 13 | 64.40 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 14 | 63.38 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 15 | 60.11 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 16 | 64.50 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 17 | 64.82 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 18 | 65.14 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 19 | 66.14 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 20 | 65.70 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 1 | 11.57 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 2 | 5.25 | 46.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 3 | 10.11 | 56.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 4 | 40.55 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 5 | 42.85 | 78.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 6 | 51.12 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 7 | 57.71 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 8 | 58.11 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 9 | 43.99 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 10 | 53.27 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 11 | 51.27 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 12 | 45.75 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 13 | 42.92 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 14 | 45.53 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 15 | 38.96 | 63.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 16 | 37.43 | 62.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 17 | 37.52 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 18 | 38.57 | 61.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 19 | 38.57 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 20 | 43.85 | 67.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 1 | 12.23 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 2 | 5.49 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 3 | 2.69 | 17.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 4 | 7.57 | 40.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 5 | 0.20 | 3.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 6 | 0.02 | 0.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 7 | 0.05 | 0.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 8 | 0.05 | 0.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 9 | 0.10 | 1.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 10 | 0.76 | 2.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 11 | 1.81 | 5.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 12 | 0.61 | 1.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 13 | 1.71 | 2.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 14 | 0.42 | 1.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 15 | 0.93 | 4.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 1 | 11.55 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 2 | 22.58 | 77.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 3 | 37.28 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 4 | 56.67 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 5 | 60.84 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 6 | 64.70 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 7 | 60.67 | 75.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 8 | 55.40 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 9 | 55.71 | 71.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 10 | 66.31 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 11 | 73.00 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 12 | 69.26 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 13 | 70.78 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 14 | 69.68 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 15 | 65.82 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 16 | 67.65 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 17 | 69.12 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 18 | 68.82 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 19 | 67.97 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 20 | 68.53 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 1 | 4.47 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 2 | 11.52 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 3 | 28.56 | 65.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 4 | 35.40 | 67.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 5 | 35.69 | 67.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 6 | 36.65 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 7 | 39.36 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 8 | 42.85 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 9 | 42.63 | 75.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 10 | 44.51 | 71.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 11 | 41.41 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 12 | 36.33 | 64.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 13 | 40.21 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 14 | 41.31 | 70.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 15 | 43.07 | 69.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 16 | 42.60 | 72.27 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 17 | 30.47 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 18 | 29.39 | 54.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 19 | 34.38 | 53.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 20 | 36.30 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 1 | 9.91 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 2 | 1.44 | 19.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 3 | 53.86 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 4 | 73.34 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 5 | 75.49 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 6 | 72.61 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 7 | 77.32 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 8 | 79.91 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 9 | 79.86 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 10 | 84.45 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 11 | 85.82 | 94.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 12 | 79.00 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 13 | 82.76 | 93.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 14 | 81.25 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 15 | 77.47 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 16 | 79.17 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 17 | 79.66 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 18 | 74.95 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 19 | 80.79 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 20 | 76.07 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 1 | 12.11 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 2 | 14.06 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 3 | 8.79 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 4 | 17.77 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 5 | 13.48 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 6 | 10.55 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 7 | 17.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 8 | 16.21 | 27.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 9 | 27.34 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 10 | 12.50 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 11 | 13.09 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 12 | 17.19 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 13 | 12.30 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 14 | 18.55 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 15 | 14.45 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 16 | 17.58 | 30.16 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 17 | 14.45 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 18 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 19 | 16.99 | 26.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 20 | 19.14 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 1 | — | 82.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 2 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 3 | — | 81.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 4 | — | 82.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 5 | — | 82.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 6 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 7 | — | 64.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 8 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 9 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 10 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 11 | — | 80.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 12 | — | 73.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 13 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 14 | — | 78.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 15 | — | 76.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 16 | — | 77.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 17 | — | 81.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 18 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 19 | — | 84.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 20 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 1 | 16.80 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 2 | 11.33 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 3 | 9.18 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 4 | 10.35 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 5 | 12.50 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 6 | 17.77 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 7 | 18.16 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 8 | 16.60 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 9 | 23.05 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 10 | 16.60 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 11 | 11.52 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 12 | 15.23 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 13 | 16.99 | 29.51 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 14 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 15 | 15.43 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 16 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 17 | 16.41 | 30.51 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 18 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 19 | 14.45 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 20 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 21 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 22 | 16.60 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 23 | 11.52 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 24 | 15.04 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 25 | 17.38 | 33.96 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 26 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 27 | 19.34 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 28 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 29 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 30 | 17.77 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 31 | 14.45 | 18.37 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 32 | 5.86 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 33 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 34 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 35 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 36 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 1 | 18.16 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 2 | 13.48 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 3 | 8.98 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 4 | 11.91 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 5 | 16.41 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 6 | 12.89 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 7 | 18.36 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 8 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 9 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 10 | 17.97 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 11 | 13.09 | 33.90 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 12 | 15.43 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 13 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 14 | 22.66 | 41.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 15 | 8.98 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 16 | 19.14 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 17 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 18 | 18.55 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 19 | 23.44 | 31.37 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 20 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 21 | 17.38 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 22 | 11.52 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 23 | 13.67 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 24 | 14.06 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 25 | 18.16 | 26.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 26 | 21.29 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 27 | 15.82 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 28 | 20.31 | 44.23 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 29 | 16.99 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 30 | 19.14 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 31 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 32 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 33 | 16.41 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 34 | 23.05 | 46.30 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 35 | 19.14 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 36 | 14.06 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 37 | 16.60 | 36.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 38 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 39 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 40 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 41 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 42 | 13.87 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 43 | 14.84 | 36.54 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 44 | 15.23 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 45 | 23.05 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 46 | 20.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 47 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 48 | 16.41 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 49 | 21.68 | 30.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 50 | 14.65 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 51 | 14.84 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 52 | 23.05 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 53 | 14.06 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 54 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 55 | 21.29 | 38.18 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 56 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 57 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 58 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 59 | 20.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 60 | 19.73 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 61 | 17.97 | 30.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 62 | 15.04 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 63 | 16.21 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 64 | 18.36 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 65 | 20.70 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 66 | 23.44 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 67 | 18.55 | 42.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 68 | 17.38 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 69 | 22.07 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 70 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 71 | 15.82 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 1 | 10.94 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 2 | 13.09 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 3 | 13.28 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 4 | 14.45 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 5 | 11.52 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 6 | 18.95 | 29.09 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 7 | 9.77 | 18.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 8 | 29.10 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 9 | 19.92 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 10 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 11 | 20.90 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 12 | 12.89 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 13 | 11.72 | 23.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 14 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 15 | 19.53 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 16 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 17 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 18 | 16.80 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 19 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 20 | 17.58 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 21 | 9.96 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 22 | 10.74 | 25.49 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 23 | 10.55 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 24 | 15.04 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 25 | 25.00 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 26 | 17.38 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 27 | 15.04 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 28 | 13.09 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 29 | 22.66 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 30 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 31 | 21.88 | 42.55 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 32 | 21.68 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 33 | 15.04 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 34 | 9.38 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 35 | 15.23 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 1 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 2 | 7.81 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 3 | 12.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 4 | 17.97 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 5 | 10.35 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 6 | 9.57 | 31.48 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 7 | 14.84 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 8 | 19.92 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 9 | 21.88 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 10 | 14.26 | 27.87 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 11 | 18.55 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 12 | 11.13 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 13 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 14 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 15 | 19.14 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 16 | 11.33 | 24.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 17 | 19.14 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 18 | 17.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 19 | 12.11 | 25.40 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 20 | 14.26 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 21 | 10.16 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 22 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 23 | 7.62 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 24 | 19.92 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 25 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 26 | 16.80 | 30.16 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 28 | 14.65 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 29 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 30 | 11.52 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 31 | 15.82 | 29.63 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 32 | 14.45 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 46 | 15.82 | 32.08 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 47 | 14.45 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 48 | 10.74 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 49 | 12.30 | 26.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 50 | 14.65 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 51 | 11.33 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 52 | 16.21 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 53 | 22.07 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 54 | 10.55 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 55 | 5.08 | 15.09 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 56 | 10.35 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 57 | 17.97 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 58 | 0.78 | 7.84 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 59 | 3.52 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 60 | 3.52 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 61 | 0.59 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 62 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 1 | 15.23 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 2 | 11.91 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 3 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 4 | 16.80 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 5 | 9.38 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 6 | 20.31 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 7 | 23.44 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 8 | 25.20 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 9 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 10 | 23.44 | 45.16 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 11 | 20.70 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 12 | 11.33 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 13 | 17.58 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 14 | 15.43 | 27.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 15 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 16 | 15.43 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 17 | 11.52 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 18 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 19 | 16.99 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 20 | 19.14 | 31.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 21 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 22 | 7.62 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 23 | 13.09 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 24 | 12.11 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 25 | 20.12 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 26 | 15.82 | 29.51 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 27 | 16.80 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 28 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 29 | 17.19 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 30 | 22.85 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 31 | 16.80 | 28.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 32 | 13.87 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 33 | 23.63 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 34 | 14.06 | 26.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 35 | 22.66 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 36 | 19.34 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 37 | 10.35 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 38 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 39 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 40 | 16.21 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 41 | 17.58 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 42 | 10.55 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 43 | 6.05 | 16.36 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 44 | 16.60 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 45 | 17.58 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 46 | 28.71 | 42.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 47 | 20.12 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 48 | 23.24 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 49 | 23.63 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 50 | 13.87 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 51 | 13.87 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 52 | 19.14 | 34.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 53 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 54 | 17.38 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 55 | 10.16 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 56 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 57 | 16.60 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 58 | 18.16 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 59 | 13.48 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 60 | 23.24 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 61 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 62 | 17.19 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 63 | 17.19 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 64 | 21.09 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 65 | 16.80 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 66 | 28.52 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 67 | 15.04 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 68 | 16.60 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 69 | 14.06 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 70 | 12.30 | 32.61 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 71 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 72 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 73 | 22.07 | 47.83 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 74 | 16.41 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 75 | 15.04 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 76 | 15.23 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 1 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 2 | 16.02 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 3 | 9.38 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 4 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 5 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 6 | 18.16 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 7 | 14.26 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 8 | 19.34 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 9 | 23.83 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 10 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 11 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 12 | 14.45 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 13 | 13.67 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 14 | 13.09 | 24.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 15 | 17.77 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 16 | 12.50 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 17 | 13.09 | 28.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 18 | 20.90 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 19 | 19.34 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 20 | 17.38 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 21 | 15.43 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 22 | 13.09 | 32.08 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 23 | 11.72 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 24 | 18.55 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 25 | 17.97 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 26 | 16.80 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 27 | 22.46 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 28 | 20.51 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 29 | 15.04 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 30 | 14.65 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 31 | 25.20 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 32 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 33 | 0.39 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 34 | 25.20 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 35 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 36 | 20.31 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 37 | 22.66 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 38 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 39 | 14.06 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 40 | 22.07 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 41 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 42 | 23.63 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 43 | 19.73 | 32.14 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 44 | 20.12 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 45 | 19.73 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 46 | 32.81 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 47 | 15.23 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 48 | 15.23 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 49 | 26.17 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 50 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 51 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 52 | 17.77 | 30.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 53 | 13.09 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 54 | 28.32 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 55 | 23.05 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 56 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 57 | 22.66 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 58 | 25.59 | 36.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 59 | 21.68 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 60 | 22.85 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 61 | 12.70 | 22.92 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 62 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 63 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 64 | 30.86 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 65 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 66 | 31.05 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 67 | 25.98 | 43.14 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 68 | 20.70 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 69 | 17.97 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 70 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 71 | 26.95 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 72 | 19.53 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 73 | 25.20 | 35.29 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 74 | 22.46 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 75 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 76 | 22.27 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 77 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 78 | 20.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 1 | 14.65 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 2 | 12.11 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 3 | 8.98 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 4 | 4.49 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 5 | 17.38 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 6 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 7 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 8 | 2.54 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 9 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 10 | 9.77 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 11 | 5.86 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 12 | 5.47 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 13 | 4.69 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 14 | 17.77 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 15 | 16.02 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 16 | 18.75 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 17 | 9.77 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 18 | 6.45 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 19 | 19.92 | 31.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 20 | 12.70 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 21 | 10.74 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 22 | 12.50 | 25.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 23 | 18.36 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 24 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 25 | 11.72 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 26 | 10.74 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 27 | 7.81 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 28 | 12.11 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 29 | 6.25 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 30 | 5.86 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 31 | 10.55 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 32 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 33 | 11.33 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 34 | 10.55 | 23.40 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 35 | 19.34 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 36 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 37 | 14.65 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 38 | 4.30 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 39 | 18.75 | 35.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 40 | 12.50 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 41 | 25.20 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 42 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 43 | 16.21 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 44 | 21.48 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 45 | 12.89 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 46 | 8.79 | 24.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 47 | 20.12 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 48 | 19.34 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 49 | 9.18 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 50 | 10.55 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 51 | 21.48 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 52 | 11.52 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 53 | 17.97 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 54 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 55 | 16.60 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 56 | 15.62 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 57 | 17.58 | 39.22 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 58 | 15.23 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 59 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 60 | 22.85 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 61 | 25.00 | 46.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 62 | 26.95 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 63 | 12.11 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 64 | 13.87 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 65 | 13.28 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 66 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 67 | 9.57 | 28.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 68 | 12.70 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 69 | 12.70 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 70 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 71 | 18.55 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 72 | 14.84 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 73 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 1 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 2 | 12.50 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 3 | 12.70 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 4 | 21.88 | 32.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 5 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 7 | 13.28 | 28.30 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 8 | 26.95 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 9 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 10 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 11 | 19.73 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 12 | 18.75 | 29.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 13 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 14 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 15 | 1.17 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 16 | 8.79 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 17 | 18.36 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 18 | 20.12 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 19 | 0.59 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 20 | 1.37 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 21 | 10.55 | 29.79 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 22 | 15.62 | 41.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 23 | 8.79 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 24 | 17.38 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 25 | 5.66 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 26 | 6.05 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 27 | 14.45 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 28 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 29 | 10.74 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 30 | 8.20 | 14.89 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 31 | 21.09 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 32 | 17.38 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 33 | 19.14 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 34 | 11.52 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 35 | 8.20 | 30.61 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 36 | 10.94 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 37 | 24.61 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 38 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 39 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 40 | 16.60 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 41 | 8.98 | 32.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 42 | 15.62 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 43 | 23.24 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 44 | 25.39 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 45 | 18.16 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 46 | 14.84 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 47 | 11.13 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 48 | 17.38 | 27.45 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 49 | 13.28 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 50 | 21.68 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 51 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 52 | 11.13 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 53 | 16.99 | 30.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 54 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 55 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 56 | 15.23 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 57 | 20.90 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 58 | 16.60 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 59 | 14.06 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 60 | 20.90 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 61 | 10.16 | 29.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 62 | 15.23 | 27.78 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 63 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 64 | 27.34 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 65 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 66 | 14.84 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 67 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 68 | 15.23 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 69 | 22.07 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 70 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 71 | 19.53 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 72 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 73 | 14.84 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 74 | 17.77 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 75 | 9.18 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 76 | 14.45 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 1 | 14.06 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 2 | 10.55 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 3 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 4 | 6.05 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 5 | 15.62 | 33.87 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 6 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 7 | 13.67 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 8 | 5.66 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 9 | 15.43 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 10 | 9.18 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 11 | 7.42 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 12 | 6.45 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 13 | 12.70 | 25.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 14 | 24.02 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 15 | 16.21 | 34.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 16 | 13.09 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 17 | 21.09 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 18 | 14.84 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 19 | 5.27 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 20 | 7.81 | 31.82 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 21 | 12.11 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 22 | 14.06 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 23 | 17.58 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 24 | 17.19 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 25 | 10.16 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 26 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 27 | 16.41 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 28 | 11.91 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 29 | 4.10 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 30 | 23.83 | 40.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 31 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 32 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 33 | 21.68 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 34 | 7.03 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 35 | 10.74 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 36 | 18.95 | 34.04 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 37 | 16.80 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 38 | 16.60 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 39 | 10.35 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 40 | 4.88 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 41 | 16.99 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 42 | 19.14 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 43 | 16.02 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 44 | 17.97 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 45 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 46 | 22.07 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 47 | 8.79 | 20.83 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 48 | 16.99 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 49 | 19.34 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 50 | 16.80 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 51 | 8.59 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 52 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 53 | 13.09 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 54 | 21.09 | 33.96 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 55 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 56 | 17.97 | 40.74 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 57 | 13.67 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 58 | 21.88 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 59 | 13.87 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 60 | 29.69 | 38.46 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 61 | 8.40 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 62 | 16.02 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 63 | 21.09 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 64 | 25.78 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 65 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 66 | 16.60 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 67 | 13.48 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 68 | 21.48 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 69 | 18.36 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 70 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 71 | 12.89 | 42.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 72 | 14.65 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 1 | 16.21 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 2 | 11.91 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 3 | 10.94 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 4 | 16.02 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 5 | 20.90 | 36.73 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 7 | 23.83 | 47.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 8 | 27.73 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 9 | 19.14 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 10 | 14.45 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 11 | 14.45 | 33.93 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 12 | 23.24 | 39.13 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 13 | 8.98 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 14 | 22.85 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 15 | 4.30 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 16 | 8.20 | 21.57 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 17 | 18.16 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 18 | 21.48 | 40.74 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 19 | 15.43 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 20 | 15.62 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 21 | 14.06 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 22 | 6.05 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 23 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 24 | 16.99 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 25 | 11.52 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 26 | 7.03 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 27 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 28 | 21.29 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 29 | 8.98 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 30 | 8.79 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 31 | 25.98 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 32 | 22.07 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 33 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 34 | 22.85 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 35 | 5.47 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 36 | 12.89 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 37 | 18.55 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 38 | 19.92 | 34.09 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 39 | 12.89 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 40 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 41 | 15.23 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 42 | 9.18 | 22.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 43 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 44 | 21.48 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 45 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 46 | 18.36 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 47 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 48 | 11.52 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 49 | 10.35 | 23.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 50 | 14.84 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 51 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 52 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 53 | 10.94 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 54 | 15.82 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 55 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 56 | 19.14 | 29.82 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 57 | 15.23 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 58 | 22.66 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 59 | 14.65 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 60 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 61 | 10.74 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 62 | 13.67 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 63 | 21.88 | 38.46 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 64 | 23.63 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 65 | 27.73 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 66 | 14.45 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 67 | 15.43 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 68 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 69 | 9.77 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 70 | 14.84 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 71 | 13.87 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
+| X3 · KL 0 diagnostic export · checkpoint 35 (superseded) | Qwen3-Coder-30B-A3B | 37 | 10.74 | 29.41 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0/blob/main/training_logs/metrics_report.md) |
+| X3 · KL 0 diagnostic export · checkpoint 35 (superseded) | Qwen3-Coder-30B-A3B | 38 | 19.14 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0/blob/main/training_logs/metrics_report.md) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 1 | 15.62 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 2 | 8.40 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 4 | 22.66 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 5 | 13.09 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 6 | 11.52 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 7 | 22.85 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 8 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 9 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 10 | 19.14 | 34.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 11 | 28.12 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 12 | 19.14 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 13 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 14 | 15.04 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 15 | 17.19 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 16 | 22.07 | 36.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 17 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 18 | 19.14 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 19 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 20 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 21 | 12.50 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 22 | 17.77 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 23 | 16.21 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 24 | 16.21 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 25 | 13.87 | 34.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 26 | 19.73 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 27 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 28 | 15.04 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 29 | 16.99 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 30 | 12.30 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 31 | 23.83 | 39.22 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 32 | 18.16 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 33 | 23.44 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 34 | 21.48 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 35 | 12.50 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 36 | 15.82 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 37 | 15.23 | 29.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 38 | 18.55 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 39 | 8.98 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 40 | 12.70 | 27.78 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 41 | 16.60 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 42 | 16.80 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 43 | 14.84 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 44 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 45 | 26.56 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 46 | 20.90 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 47 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 48 | 18.55 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 49 | 15.04 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 50 | 13.67 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 51 | 24.80 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 52 | 19.34 | 36.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 53 | 11.13 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 54 | 15.04 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 55 | 18.75 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 56 | 17.97 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 57 | 21.09 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 58 | 21.88 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 59 | 12.50 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 60 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 61 | 17.38 | 34.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 62 | 20.31 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 63 | 18.36 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 64 | 28.71 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 65 | 13.67 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 66 | 13.28 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 1 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 2 | 11.33 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 3 | 12.11 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 4 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 5 | 16.60 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 6 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 7 | 26.17 | 45.83 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 8 | 26.95 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 9 | 17.58 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 10 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 11 | 18.95 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 12 | 16.60 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 13 | 25.20 | 36.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 14 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 15 | 16.02 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 16 | 15.23 | 29.41 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 17 | 15.62 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 18 | 20.31 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 19 | 13.67 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 20 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 21 | 18.95 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 22 | 16.21 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 23 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 24 | 20.51 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 25 | 25.00 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 26 | 18.75 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 27 | 15.23 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 28 | 19.53 | 30.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 29 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 30 | 16.41 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 31 | 18.75 | 35.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 32 | 22.46 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 33 | 18.75 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 34 | 12.50 | 22.45 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 35 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 36 | 17.58 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 37 | 17.19 | 29.79 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 38 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 39 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 40 | 25.20 | 35.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 41 | 17.38 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 42 | 24.61 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 43 | 29.49 | 45.10 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 44 | 26.37 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 45 | 23.05 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 46 | 16.02 | 23.40 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 47 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 48 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 49 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 50 | 11.13 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 51 | 20.31 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 52 | 20.31 | 28.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 53 | 25.20 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 55 | 15.23 | 30.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 56 | 17.97 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 57 | 21.48 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 58 | 23.24 | 39.22 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 59 | 13.48 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 60 | 10.94 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 61 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 62 | 12.11 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 63 | 11.72 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 64 | 7.81 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 65 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 66 | 10.16 | 22.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 67 | 20.90 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 68 | 10.16 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 1 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 2 | 13.87 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 3 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 4 | 19.14 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 5 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 6 | 12.30 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 7 | 24.22 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 8 | 27.34 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 9 | 17.58 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 10 | 16.80 | 34.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 11 | 15.04 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 12 | 15.43 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 13 | 28.52 | 42.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 14 | 16.41 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 15 | 18.16 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 16 | 17.19 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 17 | 17.38 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 18 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 19 | 15.62 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 20 | 9.57 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 21 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 22 | 12.70 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 23 | 23.05 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 24 | 16.99 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 25 | 15.04 | 30.36 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 26 | 16.21 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 27 | 13.28 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 28 | 27.15 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 29 | 17.38 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 30 | 21.88 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 31 | 15.23 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 32 | 15.23 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 33 | 16.21 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 34 | 13.28 | 31.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 35 | 19.53 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 36 | 13.87 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 37 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 38 | 12.89 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 39 | 14.26 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 40 | 18.75 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 41 | 24.02 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 42 | 24.41 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 43 | 19.92 | 38.46 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 44 | 13.67 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 45 | 19.92 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 46 | 20.70 | 29.41 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 47 | 16.21 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 48 | 19.14 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 49 | 16.99 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 50 | 9.77 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 51 | 13.67 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 52 | 19.53 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 53 | 14.45 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 54 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 55 | 18.75 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 56 | 17.58 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 57 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 58 | 20.12 | 41.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 59 | 12.30 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 60 | 11.72 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 61 | 27.34 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 62 | 26.56 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 63 | 11.13 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 64 | 13.48 | 30.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 65 | 18.36 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 66 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 67 | 14.84 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 68 | 16.80 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
+| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 61 | 28.32 | 58.14 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 62 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 63 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 64 | 14.45 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 65 | 19.73 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 66 | 18.55 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 28 | 25.20 | 35.29 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 29 | 18.16 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 30 | 22.07 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 31 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 32 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 33 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 34 | 16.41 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 35 | 14.65 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 1 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 2 | 10.94 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 3 | 15.43 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 4 | 17.19 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 5 | 11.91 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 7 | 25.98 | 41.18 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 8 | 29.30 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 9 | 16.99 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 10 | 22.07 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 11 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 13 | 25.59 | 42.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 14 | 19.14 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 15 | 21.09 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 16 | 22.07 | 35.71 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 17 | 19.53 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 19 | 19.92 | 26.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 20 | 19.53 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 21 | 13.67 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 22 | 14.26 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 23 | 2.73 | 4.76 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 24 | 15.62 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 25 | 22.66 | 28.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 26 | 25.20 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 27 | 18.95 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 28 | 29.49 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 29 | 1.76 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 30 | 12.70 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 31 | 10.16 | 15.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 32 | 21.29 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 33 | 22.27 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 34 | 21.48 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 35 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 36 | 19.73 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 37 | 6.64 | 12.28 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 38 | 11.72 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 39 | 19.73 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 40 | 12.70 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 41 | 3.71 | 4.76 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 42 | 20.31 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 43 | 15.62 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 44 | 7.42 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 45 | 1.56 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 46 | 16.41 | 23.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 47 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 48 | 24.41 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 49 | 13.09 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 50 | 10.35 | 15.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 51 | 25.78 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 52 | 27.54 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 53 | 7.42 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 54 | 1.56 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 55 | 18.95 | 28.26 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 56 | 24.22 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 57 | 16.21 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 58 | 4.49 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 59 | 5.66 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 60 | 7.62 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 61 | 29.88 | 43.18 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 62 | 20.90 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 63 | 20.31 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 64 | 7.81 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 65 | 6.84 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 66 | 16.41 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 67 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 68 | 8.79 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 69 | 9.57 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 1 | 16.02 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 2 | 11.13 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 3 | 12.50 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 4 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 5 | 11.72 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 7 | 18.55 | 28.57 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 8 | 33.98 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 9 | 18.36 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 10 | 14.84 | 23.08 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 11 | 17.38 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 13 | 13.28 | 28.30 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 14 | 25.39 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 15 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 16 | 22.46 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 17 | 15.23 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 19 | 23.44 | 28.57 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 20 | 24.61 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 21 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 22 | 12.70 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 23 | 7.23 | 15.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 24 | 10.35 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 25 | 21.09 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 26 | 20.31 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 27 | 7.23 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 28 | 14.65 | 33.90 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 29 | 25.39 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 30 | 19.34 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 31 | 15.82 | 32.26 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 32 | 14.65 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 33 | 28.32 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 34 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 35 | 13.48 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 36 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 37 | 16.21 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 38 | 19.92 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 39 | 10.74 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 40 | 19.92 | 36.21 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 41 | 20.51 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 42 | 14.65 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 43 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 44 | 15.43 | 31.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 45 | 14.26 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 46 | 31.25 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 47 | 20.31 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 48 | 20.51 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 49 | 22.66 | 34.92 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 50 | 22.46 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 51 | 22.46 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 52 | 13.28 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 53 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 54 | 16.21 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 55 | 10.94 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 56 | 15.23 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 57 | 7.23 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 58 | 21.09 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 59 | 25.39 | 38.10 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 60 | 21.29 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 61 | 23.05 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 62 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 63 | 21.68 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 64 | 22.07 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 65 | 15.43 | 29.82 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 66 | 19.14 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 67 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 68 | 38.28 | 56.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 69 | 17.58 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 70 | 18.55 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 71 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 72 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 73 | 20.70 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 74 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 1 | 21.29 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 2 | 8.79 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 3 | 13.28 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 4 | 8.79 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 5 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 6 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 7 | 19.92 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 8 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 9 | 14.26 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 10 | 16.80 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 11 | 15.23 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 12 | 12.89 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 13 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 14 | 19.92 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 15 | 19.34 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 16 | 15.43 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 17 | 25.00 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 18 | 20.31 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 19 | 13.48 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 20 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 21 | 24.22 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 22 | 15.82 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 23 | 19.34 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 24 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 25 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 26 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 27 | 22.85 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 28 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 29 | 19.14 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 30 | 20.90 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 31 | 20.70 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 32 | 18.16 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 33 | 20.31 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 34 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 35 | 20.90 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 36 | 26.95 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 37 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 38 | 30.47 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 39 | 25.39 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 40 | 19.53 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 41 | 27.93 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 42 | 19.34 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 43 | 22.85 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 44 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 45 | 20.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 46 | 20.31 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 47 | 24.02 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 48 | 22.07 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 49 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 50 | 20.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 51 | 29.49 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 52 | 18.16 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 53 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 54 | 24.22 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 55 | 28.71 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 56 | 16.99 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 57 | 20.51 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 58 | 21.09 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 59 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 60 | 23.83 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 61 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 62 | 25.98 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 63 | 20.12 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 64 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 65 | 25.98 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 66 | 19.73 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 67 | 27.54 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 68 | 26.95 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 69 | 22.27 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 70 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 71 | 28.52 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 72 | 23.24 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 73 | 23.24 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 74 | 23.63 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 75 | 24.61 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 76 | 15.62 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 77 | 21.88 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 78 | 24.41 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 79 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 80 | 17.58 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 81 | 16.80 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 82 | 29.49 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 83 | 30.27 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 84 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 85 | 20.70 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 86 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 87 | 22.07 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 88 | 19.34 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 89 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 90 | 22.46 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 91 | 28.32 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 92 | 12.11 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 93 | 23.63 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 94 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 95 | 28.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 96 | 26.17 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 97 | 14.26 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 98 | 25.39 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 99 | 19.53 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 100 | 21.29 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 101 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 102 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 103 | 14.84 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 104 | 18.55 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 105 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 106 | 15.23 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 107 | 21.29 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 108 | 19.53 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 109 | 24.41 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 110 | 19.92 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 111 | 21.48 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 112 | 17.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 113 | 18.36 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 114 | 31.64 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 115 | 11.72 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 116 | 33.20 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 117 | 27.93 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 118 | 21.48 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 119 | 27.15 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 120 | 20.70 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 121 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 122 | 20.90 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 123 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 124 | 17.19 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 125 | 21.29 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 126 | 24.80 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 127 | 18.16 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 128 | 16.60 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 129 | 21.48 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 130 | 14.65 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 131 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 1 | 20.90 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 2 | 11.52 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 3 | 14.06 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 4 | 13.67 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 5 | 12.11 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 6 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 7 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 8 | 15.04 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 9 | 15.82 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 10 | 18.95 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 11 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 12 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 13 | 16.41 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 14 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 15 | 11.91 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 16 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 17 | 23.24 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 18 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 19 | 14.84 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 20 | 14.65 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 21 | 19.34 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 22 | 14.45 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 23 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 24 | 16.02 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 25 | 15.62 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 26 | 14.65 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 27 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 28 | 22.27 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 29 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 30 | 17.77 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 31 | 27.54 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 32 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 33 | 20.51 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 34 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 35 | 21.29 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 36 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 37 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 38 | 27.15 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 39 | 22.46 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 40 | 24.02 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 41 | 18.36 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 42 | 13.48 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 43 | 21.48 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 44 | 14.45 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 45 | 8.20 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 46 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 47 | 22.85 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 48 | 23.05 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 49 | 20.70 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 50 | 18.95 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 51 | 24.41 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 52 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 53 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 54 | 24.02 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 55 | 12.70 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 56 | 13.48 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 57 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 58 | 8.40 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 59 | 5.08 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 60 | 8.01 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 61 | 9.18 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 62 | 14.26 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 63 | 9.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 64 | 11.13 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 65 | 9.57 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 66 | 11.72 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 67 | 9.57 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 68 | 10.55 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 69 | 9.57 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 70 | 8.20 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 71 | 12.89 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 72 | 6.64 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 73 | 9.57 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 74 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 75 | 7.81 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 76 | 9.57 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 77 | 8.40 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 78 | 2.93 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 79 | 2.54 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 80 | 1.17 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 81 | 0.98 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 82 | 0.78 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 83 | 1.76 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 84 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 85 | 0.59 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 86 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 87 | 1.95 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 88 | 1.17 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 89 | 3.12 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 90 | 1.76 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 91 | 2.93 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 92 | 0.98 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 93 | 2.15 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 94 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 95 | 0.78 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 96 | 1.95 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 97 | 1.56 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 98 | 1.95 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 99 | 0.78 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 100 | 0.59 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 101 | 4.10 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 1 | 20.90 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 2 | 12.50 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 3 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 4 | 12.50 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 5 | 14.84 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 6 | 21.88 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 7 | 15.62 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 8 | 16.80 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 9 | 19.73 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 10 | 15.04 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 11 | 12.50 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 12 | 12.30 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 13 | 13.09 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 14 | 19.14 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 15 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 16 | 16.21 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 17 | 19.34 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 18 | 16.99 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 19 | 16.21 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 20 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 21 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 22 | 15.23 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 23 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 24 | 19.73 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 25 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 26 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 27 | 16.60 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 28 | 13.09 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 29 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 30 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 31 | 12.89 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 32 | 20.70 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 33 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 34 | 10.55 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 35 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 36 | 17.58 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 37 | 18.16 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 38 | 23.44 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 39 | 23.44 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 40 | 20.90 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 41 | 22.66 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 42 | 25.20 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 43 | 24.61 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 44 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 45 | 11.33 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 46 | 22.07 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 47 | 12.11 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 48 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 49 | 20.90 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 50 | 20.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 51 | 22.07 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 52 | 13.87 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 53 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 54 | 20.31 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 55 | 14.84 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 56 | 18.36 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 57 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 58 | 13.28 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 59 | 19.73 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 60 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 61 | 8.59 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 62 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 63 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 64 | 11.13 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 65 | 11.91 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 66 | 8.98 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 67 | 17.77 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 68 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 69 | 13.28 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 70 | 7.81 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 71 | 10.74 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 72 | 11.91 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 73 | 7.62 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 74 | 9.57 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 75 | 8.20 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 76 | 6.84 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 77 | 2.34 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 78 | 9.38 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 79 | 4.69 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 80 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 81 | 3.71 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 82 | 4.69 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 83 | 2.73 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 84 | 1.56 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 85 | 1.76 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 86 | 3.91 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 87 | 3.52 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 88 | 4.88 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 89 | 4.10 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 90 | 4.69 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 91 | 2.54 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 92 | 0.98 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 1 | 33.79 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 2 | 26.76 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 3 | 24.22 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 4 | 29.88 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 5 | 33.59 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 6 | 42.97 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 7 | 21.29 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 8 | 13.09 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 9 | 30.47 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 10 | 32.42 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 11 | 17.97 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 12 | 37.50 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 13 | 31.64 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 14 | 16.02 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 15 | 23.83 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 16 | 31.05 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 17 | 23.63 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 18 | 28.12 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 19 | 26.37 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 20 | 29.49 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 21 | 38.67 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 22 | 22.85 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 23 | 19.53 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 24 | 42.58 | 56.25 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 25 | 26.56 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 26 | 30.08 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 27 | 23.05 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 28 | 34.77 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 29 | 34.38 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 30 | 27.93 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 31 | 28.52 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 32 | 26.37 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 33 | 29.69 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 34 | 36.13 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 35 | 25.78 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 36 | 21.29 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 37 | 34.18 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 38 | 30.27 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 39 | 32.03 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 40 | 25.39 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 41 | 31.05 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 42 | 33.20 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 43 | 27.54 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 44 | 23.63 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 45 | 33.40 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 46 | 25.00 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 47 | 26.17 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 48 | 21.29 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 49 | 35.35 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 50 | 31.05 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 51 | 29.49 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 52 | 39.65 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 53 | 27.93 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 54 | 24.80 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 55 | 21.09 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 56 | 33.59 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 57 | 32.42 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 58 | 39.84 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 59 | 27.15 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 60 | 34.38 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 61 | 36.72 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 62 | 33.98 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 63 | 28.52 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 64 | 24.02 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 65 | 31.64 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 66 | 29.30 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 67 | 26.95 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 68 | 26.76 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 69 | 25.78 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 70 | 23.63 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 71 | 26.76 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 72 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 1 | 32.03 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 2 | 21.88 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 3 | 33.59 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 4 | 27.54 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 5 | 20.51 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 6 | 32.23 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 7 | 18.36 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 8 | 28.71 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 9 | 29.88 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 10 | 23.24 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 11 | 32.81 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 12 | 30.66 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 13 | 20.70 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 14 | 33.79 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 15 | 25.20 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 16 | 33.40 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 17 | 22.46 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 18 | 29.69 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 19 | 27.54 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 20 | 33.98 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 21 | 28.91 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 22 | 28.52 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 23 | 33.40 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 24 | 27.93 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 25 | 23.83 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 26 | 25.78 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 27 | 34.96 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 28 | 27.15 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 29 | 32.03 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 30 | 26.95 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 31 | 27.93 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 32 | 31.05 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 33 | 33.01 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 34 | 35.74 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 35 | 23.63 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 36 | 30.08 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 37 | 26.76 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 38 | 27.15 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 39 | 30.66 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 40 | 31.25 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 41 | 27.15 | 56.25 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 42 | 22.66 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 43 | 25.78 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 44 | 25.78 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 45 | 29.88 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 46 | 26.56 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 47 | 18.36 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 48 | 25.39 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 49 | 23.05 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 50 | 34.18 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 51 | 26.17 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 52 | 25.98 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 53 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 54 | 24.22 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 55 | 27.54 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 56 | 18.75 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 57 | 22.85 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 58 | 23.24 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 59 | 23.44 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 60 | 28.12 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 61 | 24.61 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 62 | 27.34 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 63 | 16.02 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 64 | 31.25 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 65 | 19.73 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 66 | 24.41 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 67 | 29.88 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 68 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 69 | 32.42 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 70 | 28.91 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 71 | 23.63 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 72 | 21.09 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
+| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 73 | 12.89 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
diff --git a/export_hf_metrics.py b/export_hf_metrics.py
new file mode 100644
index 0000000000000000000000000000000000000000..c884dc7b8b03fdc5db1b003cd3603b9af4e7ac55
--- /dev/null
+++ b/export_hf_metrics.py
@@ -0,0 +1,230 @@
+#!/usr/bin/env python3
+"""Archive Qwen3-Coder training metrics published with Hugging Face models."""
+
+import csv
+import io
+import re
+import subprocess
+from dataclasses import dataclass
+from pathlib import Path
+
+
+BASE_MODEL = "Qwen3-Coder-30B-A3B"
+HF_ORG = "laion"
+OUTPUT_DIR = Path(__file__).parent / "run-metrics-qwen"
+TABLE_PATH = Path(__file__).parent / "experiment-archive-map.md"
+
+
+@dataclass(frozen=True)
+class Export:
+ repo: str
+ label: str
+ metrics_path: str = "training_logs/metrics.csv"
+ dataset: str = "DCAgent/exp_rpt_multifile"
+ binary_reward: bool = True
+ report_table: bool = False
+
+ @property
+ def model_url(self) -> str:
+ return f"https://huggingface.co/{HF_ORG}/{self.repo}"
+
+ @property
+ def metrics_url(self) -> str:
+ return f"{self.model_url}/blob/main/{self.metrics_path}"
+
+ @property
+ def raw_metrics_url(self) -> str:
+ return f"{self.model_url}/raw/main/{self.metrics_path}"
+
+
+EXPORTS = (
+ Export("tt-x0_verifier-binary-20-30B", "X0 · verifier binary · checkpoint 20"),
+ Export(
+ "tt-x0_verifier-shaped-20-30B",
+ "X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped)",
+ binary_reward=False,
+ ),
+ Export("tt-x1_lr-lr4e6-30-30B", "X1 · learning rate 4e-6 · checkpoint 30"),
+ Export("tt-x1_lr-lr8e6-60-30B", "X1 · learning rate 8e-6 · checkpoint 60"),
+ Export("tt-x1_lr-lr1p6e5-30-30B", "X1 · learning rate 1.6e-5 · checkpoint 30"),
+ Export("tt-x2_clip-hi0p01-15-30B", "X2 · upper clip 0.01 · checkpoint 15"),
+ Export("tt-x2_clip-hi0p05-10-30B", "X2 · upper clip 0.05 · checkpoint 10"),
+ Export("tt-x2_clip-hi0p2-60-30B", "X2 · upper clip 0.2 · checkpoint 60"),
+ Export("tt-x3_kl-kl0b-72-30B", "X3 · KL 0 control · checkpoint 72"),
+ Export("tt-x3_kl-kl0p001-76-30B", "X3 · KL 0.001 · checkpoint 76"),
+ Export("tt-x3_kl-kl0p01-71-30B", "X3 · KL 0.01 · checkpoint 71"),
+ Export("tt-x3_kl-kl0p03-70-30B", "X3 · KL 0.03 · checkpoint 70"),
+ Export(
+ "tt-x3_kl-kl0",
+ "X3 · KL 0 diagnostic export · checkpoint 35 (superseded)",
+ metrics_path="training_logs/metrics_report.md",
+ report_table=True,
+ ),
+ Export("tt-x4_temperature-t0p7-45-30B", "X4 · temperature 0.7 · checkpoint 45"),
+ Export("tt-x4_temperature-t1p0-45-30B", "X4 · temperature 1.0 · checkpoint 45"),
+ Export("tt-x5_gradnorm-gn0p45-30-30B", "X5 · max grad norm 0.45 · checkpoint 30"),
+ Export(
+ "tt-x5_gradnorm-gn0p9",
+ "X5 · max grad norm 0.9 · checkpoint 65",
+ metrics_path="training_logs/metrics_report.md",
+ report_table=True,
+ ),
+ Export(
+ "tt-x5_gradnorm-gn1p8",
+ "X5 · max grad norm 1.8 · checkpoint 35",
+ metrics_path="training_logs/metrics_report.md",
+ report_table=True,
+ ),
+ Export("tt-x7_cliplow-lo0p01-66-30B", "X7 · lower clip 0.01 · checkpoint 66"),
+ Export("tt-x7_cliplow-lo0p05-69-30B", "X7 · lower clip 0.05 · checkpoint 69"),
+ Export("tt-x10-fsdp2-fa2-117-30B", "X10b · FSDP2 + FlashAttention 2 · checkpoint 117"),
+ Export("tt-x15-megatron-51-30B", "X15 · Megatron · checkpoint 51"),
+ Export("tt-x16-entropy0p003-42-30B", "X16 · entropy 0.003 · checkpoint 42"),
+ Export(
+ "jtd-d0-69-30B",
+ "JTD D0 · GRPO control · checkpoint 69",
+ metrics_path="training_logs/20260825_083026_metrics_table.csv",
+ dataset="laion/codeforces-v2",
+ ),
+ Export(
+ "jtd-d5-69-30B",
+ "JTD D5 · GSPO control · checkpoint 69",
+ metrics_path="training_logs/20260829_025105_metrics_table.csv",
+ dataset="laion/codeforces-v2",
+ ),
+)
+
+
+def fetch_text(url: str) -> str:
+ """Fetch a small public text artifact."""
+ return subprocess.run(["curl", "-fsSL", url], check=True, capture_output=True, text=True).stdout
+
+
+def number(value: object) -> float | None:
+ if value is None or value == "":
+ return None
+ return float(value)
+
+
+def csv_rows(text: str) -> list[dict[str, float | int | None]]:
+ rows = []
+ for item in csv.DictReader(io.StringIO(text)):
+ step = number(item.get("trainer/global_step") or item.get("global_step") or item.get("step"))
+ pass_at_k = number(item.get("reward/avg_pass_at_8") or item.get("avg_pass_at_8"))
+ reward = number(item.get("reward/avg_raw_reward") or item.get("reward"))
+ if step is None or (pass_at_k is None and reward is None):
+ continue
+ rows.append({"step": int(step), "pass_at_k": pass_at_k, "reward": reward})
+ return rows
+
+
+def report_rows(text: str) -> list[dict[str, float | int | None]]:
+ """Parse the progression table in legacy metric reports."""
+ match = re.search(
+ r"## Training Progression.*?\| Step \| Epoch \| Reward \| avg_pass_at_8 .*?\n"
+ r"\|[-|]+\|\n(?P(?:\|.*\n)+?)\n",
+ text,
+ re.DOTALL,
+ )
+ if match is None:
+ raise ValueError("Training Progression table not found")
+ rows = []
+ for line in match.group("body").splitlines():
+ cells = [cell.strip() for cell in line.strip("|").split("|")]
+ if len(cells) < 4 or not cells[0].isdigit() or not cells[2] or not cells[3]:
+ continue
+ rows.append({"step": int(cells[0]), "reward": float(cells[2]), "pass_at_k": float(cells[3])})
+ return rows
+
+
+def normalized_rows(export: Export) -> list[dict[str, object]]:
+ text = fetch_text(export.raw_metrics_url)
+ source_rows = report_rows(text) if export.report_table else csv_rows(text)
+ by_step = {int(row["step"]): row for row in source_rows}
+ rows = []
+ for step in sorted(by_step):
+ row = by_step[step]
+ reward = row["reward"]
+ rows.append(
+ {
+ "experiment": export.label,
+ "base_model": BASE_MODEL,
+ "source_dataset": export.dataset,
+ "step": step,
+ "pass_at_1": reward if export.binary_reward else None,
+ "pass_at_k": row["pass_at_k"],
+ "k": 8,
+ "reward": reward,
+ "passk_polluted": not export.binary_reward,
+ "dynamic_sampling_filter": False,
+ "source_url": export.model_url,
+ "metrics_url": export.metrics_url,
+ }
+ )
+ return rows
+
+
+def write_csv(export: Export, rows: list[dict[str, object]]) -> Path:
+ OUTPUT_DIR.mkdir(exist_ok=True)
+ path = OUTPUT_DIR / f"{export.repo}.csv"
+ with path.open("w", newline="") as output:
+ writer = csv.DictWriter(output, fieldnames=list(rows[0]))
+ writer.writeheader()
+ writer.writerows(rows)
+ return path
+
+
+def snowball_table_rows() -> list[list[str]]:
+ rows = []
+ for line in TABLE_PATH.read_text().splitlines()[2:]:
+ if not line.startswith("|"):
+ continue
+ cells = [cell.strip() for cell in line.strip("|").split("|")]
+ if len(cells) == 6:
+ cells.insert(1, "Snowball 67B-A2B")
+ if len(cells) == 7 and cells[1] == "Snowball 67B-A2B":
+ rows.append(cells)
+ return rows
+
+
+def display_percent(value: object) -> str:
+ return "—" if value is None else f"{100 * float(value):.2f}"
+
+
+def write_table(all_rows: list[list[dict[str, object]]]) -> None:
+ lines = [
+ "| Experiment name | Base model | Step | pass_at_1 (%) | pass_at_k (%) | k | Durable metrics link |",
+ "| --- | --- | ---: | ---: | ---: | ---: | --- |",
+ ]
+ for cells in snowball_table_rows():
+ lines.append("| " + " | ".join(cells) + " |")
+ for rows in all_rows:
+ for row in rows:
+ link = f"[HF metrics]({row['metrics_url']})"
+ cells = (
+ row["experiment"],
+ row["base_model"],
+ str(row["step"]),
+ display_percent(row["pass_at_1"]),
+ display_percent(row["pass_at_k"]),
+ str(row["k"]),
+ link,
+ )
+ lines.append("| " + " | ".join(cells) + " |")
+ TABLE_PATH.write_text("\n".join(lines) + "\n")
+
+
+def main() -> None:
+ all_rows = []
+ for export in EXPORTS:
+ rows = normalized_rows(export)
+ if not rows:
+ raise ValueError(f"No metrics found for {export.repo}")
+ write_csv(export, rows)
+ all_rows.append(rows)
+ write_table(all_rows)
+ print(f"Archived {sum(map(len, all_rows))} rows from {len(EXPORTS)} Hugging Face model repositories")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/export_wandb_metrics.py b/export_wandb_metrics.py
new file mode 100644
index 0000000000000000000000000000000000000000..fbb76dce81dfe20dbfdf016467bea99f4b63f0d4
--- /dev/null
+++ b/export_wandb_metrics.py
@@ -0,0 +1,259 @@
+#!/usr/bin/env python3
+"""Export per-step pass@1 and pass@16 metrics for marin#7786 runs."""
+
+import csv
+import os
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Any
+
+import wandb
+
+
+ENTITY = "dogml"
+OUTPUT_DIR = Path(__file__).parent / "run-metrics"
+HISTORY_SAMPLES = 10_000
+PASS_AT_K = 16
+
+
+@dataclass(frozen=True)
+class RunSource:
+ project: str
+ run_id: str
+ arm: str = ""
+
+ @property
+ def path(self) -> str:
+ return f"{ENTITY}/{self.project}/{self.run_id}"
+
+
+@dataclass(frozen=True)
+class Experiment:
+ filename: str
+ sources: tuple[RunSource, ...]
+ derive_accuracy_from_raw_reward: bool = True
+ deduplicate_resumed_steps: bool = True
+ no_metrics_note: str = ""
+
+
+RL = "snowball_67b_a2b_rl_7786"
+E10 = "snowball_67b_a2b_e10_7786"
+HERO = "snowball_67b_a2b_hero_7786"
+HERO_V2 = "snowball_67b_a2b_hero_v2_7786"
+HERO_V3 = "snowball_67b_a2b_hero_v3_7786"
+
+
+EXPERIMENTS = (
+ Experiment("e1-ctx4k-p4.csv", (RunSource(RL, "vvibt6je"),)),
+ Experiment("e1-ctx4k-p8.csv", (RunSource(RL, "orv1ehry"),)),
+ Experiment("e1-ctx8k-p4.csv", (RunSource(RL, "y48ktd7k"),)),
+ Experiment("e1-ctx8k-p8.csv", (RunSource(RL, "sm08z4jr"),)),
+ Experiment(
+ "e5-e1-advantage-analysis.csv",
+ (
+ RunSource(RL, "vvibt6je", "ctx4k-p4"),
+ RunSource(RL, "orv1ehry", "ctx4k-p8"),
+ RunSource(RL, "y48ktd7k", "ctx8k-p4"),
+ RunSource(RL, "sm08z4jr", "ctx8k-p8"),
+ ),
+ deduplicate_resumed_steps=False,
+ ),
+ Experiment("e2-unregularized.csv", (RunSource(RL, "p5syndha"),)),
+ Experiment("e2-entropy-001.csv", (RunSource(RL, "8k8evn2i"),)),
+ Experiment("e2-entropy-0003.csv", (RunSource(RL, "0yb3odta"),)),
+ Experiment("e2-kl.csv", (RunSource(RL, "dsphwnkb"),)),
+ Experiment("e3-length-penalty-1.csv", (RunSource(RL, "4wvff6up"),), False),
+ Experiment("e3b-length-penalty-025.csv", (RunSource(RL, "mp23unas"),), False),
+ Experiment("e3c-no-truncation-cliff.csv", (RunSource(RL, "a57u6yg4"),), False),
+ Experiment(
+ "e4-ctx12k-p4.csv",
+ (RunSource(RL, "hgf78rpf"),),
+ no_metrics_note="OOM before the first trainer metric row.",
+ ),
+ Experiment(
+ "e4-ctx12k-p8.csv",
+ (RunSource(RL, "a7byc2jo"),),
+ no_metrics_note="OOM before the first trainer metric row.",
+ ),
+ Experiment(
+ "e4-ctx16k-p8.csv",
+ (RunSource(RL, "3vjpldre"),),
+ no_metrics_note="OOM before the first trainer metric row.",
+ ),
+ Experiment("e6-original.csv", (RunSource(RL, "nk0ehfrv"),)),
+ Experiment("e6-reproduction-a.csv", (RunSource(RL, "6v6unk0u"),)),
+ Experiment("e6-reproduction-b.csv", (RunSource(RL, "sbfq3gbd"),)),
+ Experiment("e7-chat-checkpoint.csv", (RunSource(RL, "g9r5z2ns"),)),
+ Experiment("e7b-no-cliff.csv", (RunSource(RL, "k5tfr3k0"),), False),
+ Experiment("e7c-sequence-mean.csv", (RunSource(RL, "uxpty9no"),)),
+ Experiment("e8-unforced-thinking.csv", (RunSource(RL, "m4ze9uqb"),)),
+ Experiment("e9-ctx12k.csv", (RunSource(RL, "pki1fqes"),)),
+ Experiment("e9-ctx16k.csv", (RunSource(RL, "evnrk46d"),)),
+ Experiment("e9b-ctx24k-initial.csv", (RunSource(RL, "z9zpqxfb"),)),
+ Experiment("e9-ctx24k-final.csv", (RunSource(RL, "dx8ohbkm"),)),
+ Experiment("e9-ctx32k-final.csv", (RunSource(RL, "k36onkdj"),)),
+ Experiment("e9-ctx64k-final.csv", (RunSource(RL, "2g2cbj4z"),)),
+ Experiment("e10-a-control.csv", (RunSource(E10, "k1voewjr"),)),
+ Experiment("e10-b-muonh.csv", (RunSource(E10, "2aasoi9t"),)),
+ Experiment("e10-c-ep8.csv", (RunSource(E10, "zin9p9an"),)),
+ Experiment("e10-d-tis.csv", (RunSource(E10, "p0zklagj"),)),
+ Experiment(
+ "e10-e-muonh-tis.csv",
+ (),
+ no_metrics_note="The arm was configured but never launched.",
+ ),
+ Experiment("hero-v1.csv", (RunSource(HERO, "z7ks75xe"), RunSource(HERO, "4gvl45a0"))),
+ Experiment(
+ "hero-v2.csv",
+ (RunSource(HERO_V2, "9ykvat9w"), RunSource(HERO_V2, "ldgqxrqz"), RunSource(HERO_V2, "6irr92am")),
+ ),
+ Experiment(
+ "hero-v3.csv",
+ (RunSource(HERO_V3, "rjfap8hb"),),
+ False,
+ no_metrics_note="The run stopped in step 1 before W&B emitted a trainer metric row.",
+ ),
+ Experiment("hero-v3b.csv", (RunSource(HERO_V3, "eem5dpmd"),), False),
+ Experiment("hero-v3c.csv", (RunSource(HERO_V3, "3ddrkiyh"),), False),
+ Experiment("hero-v3d.csv", (RunSource(HERO_V3, "gfb1ilij"),), False),
+ Experiment("hero-v3e.csv", (RunSource(HERO_V3, "mpmyw7vn"),), False),
+ Experiment("hero-v3f.csv", (RunSource(HERO_V3, "h6c0pnd1"),), False),
+ Experiment("hero-v3g.csv", (RunSource(HERO_V3, "qpqdx76d"),), False),
+ Experiment("hero-v3h.csv", (RunSource(HERO_V3, "x2b94bq4"),), False),
+ Experiment("hero-v3i.csv", (RunSource(HERO_V3, "lq37waro"),), False),
+ Experiment(
+ "e11-deepscaler-dapo.csv",
+ (RunSource(RL, "prv49fey"), RunSource(RL, "qv5pae2b"), RunSource(RL, "ackb9p8u")),
+ False,
+ ),
+ Experiment("e12-deepscaler-grpo.csv", (RunSource(RL, "ssp1gnpi"),), False),
+ Experiment("e13-rlvrmath-dapo.csv", (RunSource(RL, "vibi2gpx"),), False),
+ Experiment(
+ "e14-dapo17k-grpo.csv",
+ (RunSource(RL, "iz10ndle"), RunSource(RL, "k7aiujsp"), RunSource(RL, "kerisuf5")),
+ False,
+ ),
+ Experiment("e15-interpolated-router-bias.csv", (RunSource(RL, "4tfkfqwy"),), False),
+ Experiment("e17a-frozen-sr.csv", (RunSource(RL, "umfujah6"),), False),
+ Experiment("e17b1-interp005-sr.csv", (RunSource(RL, "ftqy4yj6"),), False),
+ Experiment("e17b2-interp015-sr.csv", (RunSource(RL, "bv50zl3x"),), False),
+ Experiment("e17c-interp050-sr.csv", (RunSource(RL, "ydhdrjr7"),), False),
+ Experiment("e17d-lossfree-sr.csv", (RunSource(RL, "wdq6pl6z"),), False),
+ Experiment("e17f-deepscaler-frozen-sr.csv", (RunSource(RL, "ppk9c2oy"),), False),
+ Experiment("e18-57t-agentic-start.csv", (RunSource(RL, "yikz8ehs"),), False),
+)
+
+
+CSV_FIELDS = (
+ "arm",
+ "step",
+ "pass_at_1",
+ "pass_at_k",
+ "k",
+ "pass_at_1_source",
+ "source_url",
+ "source_run_id",
+ "note",
+)
+
+
+def number(value: Any) -> float | None:
+ if isinstance(value, int | float):
+ return float(value)
+ return None
+
+
+def formatted(value: float | None) -> str:
+ if value is None:
+ return ""
+ return f"{value:.12g}"
+
+
+def accuracy(row: dict[str, Any], derive_from_raw_reward: bool) -> tuple[float | None, str]:
+ environment_accuracy = number(row.get("environment/acc"))
+ if environment_accuracy is not None:
+ return environment_accuracy, "environment/acc"
+
+ outcome_reward = number(row.get("generate/reward_shaping/outcome_reward_mean"))
+ if outcome_reward is not None:
+ return (outcome_reward + 1.0) / 2.0, "generate/reward_shaping/outcome_reward_mean"
+
+ raw_reward = number(row.get("reward/avg_raw_reward"))
+ if derive_from_raw_reward and raw_reward is not None and -1.0 <= raw_reward <= 1.0:
+ return (raw_reward + 1.0) / 2.0, "derived from reward/avg_raw_reward (binary -1/+1 verifier)"
+
+ return None, "not recorded separately from shaped reward"
+
+
+def rows_for_source(api: wandb.Api, experiment: Experiment, source: RunSource) -> list[dict[str, Any]]:
+ run = api.run(source.path)
+ history = run.history(samples=HISTORY_SAMPLES, pandas=False, stream="default")
+ rows = []
+ for item in history:
+ step = number(item.get("trainer/global_step"))
+ pass_at_k = number(item.get("reward/avg_pass_at_16"))
+ if step is None or pass_at_k is None:
+ continue
+ pass_at_1, pass_at_1_source = accuracy(item, experiment.derive_accuracy_from_raw_reward)
+ rows.append(
+ {
+ "arm": source.arm,
+ "step": str(int(step)),
+ "pass_at_1": formatted(pass_at_1),
+ "pass_at_k": formatted(pass_at_k),
+ "k": str(PASS_AT_K),
+ "pass_at_1_source": pass_at_1_source,
+ "source_url": run.url,
+ "source_run_id": run.id,
+ "note": "",
+ }
+ )
+ return rows
+
+
+def export_experiment(api: wandb.Api, experiment: Experiment) -> int:
+ rows = [row for source in experiment.sources for row in rows_for_source(api, experiment, source)]
+ if experiment.deduplicate_resumed_steps:
+ rows = list({row["step"]: row for row in rows}.values())
+ rows.sort(key=lambda row: (row["arm"], int(row["step"])))
+
+ if not rows:
+ source = experiment.sources[-1] if experiment.sources else None
+ rows.append(
+ {
+ "arm": source.arm if source else "",
+ "step": "",
+ "pass_at_1": "",
+ "pass_at_k": "",
+ "k": str(PASS_AT_K),
+ "pass_at_1_source": "not available",
+ "source_url": (
+ f"https://wandb.ai/{ENTITY}/{source.project}/runs/{source.run_id}" if source else ""
+ ),
+ "source_run_id": source.run_id if source else "",
+ "note": experiment.no_metrics_note or "No per-step pass metrics were recorded.",
+ }
+ )
+
+ output_path = OUTPUT_DIR / experiment.filename
+ with output_path.open("w", newline="") as output:
+ writer = csv.DictWriter(output, fieldnames=CSV_FIELDS)
+ writer.writeheader()
+ writer.writerows(rows)
+ return sum(bool(row["step"]) for row in rows)
+
+
+def main() -> None:
+ """Fetch W&B histories and write one immutable CSV snapshot per experiment arm."""
+ if not os.environ.get("WANDB_API_KEY"):
+ raise RuntimeError("WANDB_API_KEY must be set")
+
+ OUTPUT_DIR.mkdir(exist_ok=True)
+ api = wandb.Api(timeout=120)
+ for experiment in EXPERIMENTS:
+ row_count = export_experiment(api, experiment)
+ print(f"{experiment.filename}: {row_count} metric rows")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/index.html b/index.html
new file mode 100644
index 0000000000000000000000000000000000000000..0de93de0651361e715665da2ed3b59fddcd68923
--- /dev/null
+++ b/index.html
@@ -0,0 +1,414 @@
+
+
+
+
+
+ Pass@k and pass@1 · RL checkpoint archive
+
+
+
+
+
+
+
+
+ Marin · RL checkpoint archive Snowball + Qwen3-Coder
+ Pass@k and pass@1 across RL checkpoints
+ Per-step verifier performance across Snowball and Qwen3-Coder campaigns, followed by within-run change grouped by source dataset.
+
+
+
+ Figure 1
+ Each translucent band spans sampled pass@1 to pass@k at a training step (k=16 for Snowball; k=8 for Qwen3-Coder). The selected base-model filter applies to both figures; then filter by source dataset or use the checkboxes. Hover a band to isolate it. Snowball pass@1 uses environment/acc, the outcome-reward series mapped from −1/+1 to 0/1, or the same mapping of binary raw reward, depending on the run. Qwen3-Coder pass@1 is reward/avg_raw_reward for binary-verifier runs: the mean of 512 zero-or-one outcomes. The run using the X0-shaped partial-credit reward has no binary pass@1 and is omitted from this figure.
+
+
+ Base model
+
+ Source dataset
+ All datasets
+ Select visible
+ Clear visible
+
+
+
+
+
+
+
+
+ Figure 2
+ For each included run and metric, each later value is converted to Δ = value(step) − the first recorded value of that metric in the run. Within each source dataset, the bars show the maximum and arithmetic mean across all later-step changes; longer runs contribute more observations. The selected base-model filter applies to both figures. Runs using the DAPO objective with dynamic_sampling.type: filter are excluded because pass@k is conditioned on prompt groups with non-zero reward variance. The run using the X0-shaped partial-credit reward is also excluded because its pass@8 is non-comparable. The entire affected run is removed so pass@k and reward use the same cohort; dataset names do not determine eligibility.
+
+
+
+ Sources: marin#7786 , marin#7785 , and the Jupiter TaskTrove DAPO archive · Durable run links and rounded per-step values: experiment-archive-map.md · Generated from authenticated W&B histories and archived Hugging Face model metrics.
+
+
+
+
diff --git a/run-metrics-qwen/jtd-d0-69-30B.csv b/run-metrics-qwen/jtd-d0-69-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88613c1adbcea93283254d4e01984fe88b7def97
--- /dev/null
+++ b/run-metrics-qwen/jtd-d0-69-30B.csv
@@ -0,0 +1,73 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,1,0.3379,0.4531,8,0.3379,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,2,0.2676,0.4219,8,0.2676,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,3,0.2422,0.375,8,0.2422,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,4,0.2988,0.4219,8,0.2988,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,5,0.3359,0.4688,8,0.3359,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,6,0.4297,0.5469,8,0.4297,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,7,0.2129,0.4062,8,0.2129,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,8,0.1309,0.25,8,0.1309,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,9,0.3047,0.4844,8,0.3047,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,10,0.3242,0.4531,8,0.3242,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,11,0.1797,0.375,8,0.1797,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,12,0.375,0.5156,8,0.375,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,13,0.3164,0.5,8,0.3164,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,14,0.1602,0.3281,8,0.1602,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,15,0.2383,0.4219,8,0.2383,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,16,0.3105,0.4844,8,0.3105,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,17,0.2363,0.4062,8,0.2363,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,18,0.2812,0.5156,8,0.2812,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,19,0.2637,0.4375,8,0.2637,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,20,0.2949,0.4375,8,0.2949,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,21,0.3867,0.5156,8,0.3867,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,22,0.2285,0.375,8,0.2285,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,23,0.1953,0.3906,8,0.1953,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,24,0.4258,0.5625,8,0.4258,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,25,0.2656,0.4219,8,0.2656,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,26,0.3008,0.4375,8,0.3008,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,27,0.2305,0.3594,8,0.2305,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,28,0.3477,0.4688,8,0.3477,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,29,0.3438,0.5312,8,0.3438,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,30,0.2793,0.375,8,0.2793,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,31,0.2852,0.5,8,0.2852,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,32,0.2637,0.3906,8,0.2637,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,33,0.2969,0.4844,8,0.2969,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,34,0.3613,0.5469,8,0.3613,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,35,0.2578,0.4062,8,0.2578,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,36,0.2129,0.3281,8,0.2129,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,37,0.3418,0.5156,8,0.3418,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,38,0.3027,0.5156,8,0.3027,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,39,0.3203,0.5312,8,0.3203,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,40,0.2539,0.4375,8,0.2539,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,41,0.3105,0.4688,8,0.3105,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,42,0.332,0.4688,8,0.332,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,43,0.2754,0.4219,8,0.2754,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,44,0.2363,0.3906,8,0.2363,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,45,0.334,0.4375,8,0.334,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,46,0.25,0.3438,8,0.25,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,47,0.2617,0.4688,8,0.2617,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,48,0.2129,0.3594,8,0.2129,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,49,0.3535,0.5469,8,0.3535,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,50,0.3105,0.4844,8,0.3105,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,51,0.2949,0.3906,8,0.2949,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,52,0.3965,0.5312,8,0.3965,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,53,0.2793,0.4219,8,0.2793,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,54,0.248,0.4688,8,0.248,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,55,0.2109,0.375,8,0.2109,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,56,0.3359,0.5,8,0.3359,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,57,0.3242,0.4844,8,0.3242,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,58,0.3984,0.5469,8,0.3984,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,59,0.2715,0.4375,8,0.2715,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,60,0.3438,0.5,8,0.3438,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,61,0.3672,0.5469,8,0.3672,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,62,0.3398,0.5312,8,0.3398,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,63,0.2852,0.4375,8,0.2852,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,64,0.2402,0.4375,8,0.2402,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,65,0.3164,0.4531,8,0.3164,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,66,0.293,0.5469,8,0.293,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,67,0.2695,0.4688,8,0.2695,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,68,0.2676,0.4219,8,0.2676,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,69,0.2578,0.4688,8,0.2578,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,70,0.2363,0.375,8,0.2363,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,71,0.2676,0.375,8,0.2676,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
+JTD D0 · GRPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,72,0.1777,0.3281,8,0.1777,False,False,https://huggingface.co/laion/jtd-d0-69-30B,https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv
diff --git a/run-metrics-qwen/jtd-d5-69-30B.csv b/run-metrics-qwen/jtd-d5-69-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..29f3e886d6ff3d80fb13a00ecf2f642ad1e1b0a6
--- /dev/null
+++ b/run-metrics-qwen/jtd-d5-69-30B.csv
@@ -0,0 +1,74 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,1,0.3203,0.4844,8,0.3203,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,2,0.2188,0.4062,8,0.2188,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,3,0.3359,0.5469,8,0.3359,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,4,0.2754,0.4375,8,0.2754,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,5,0.2051,0.3125,8,0.2051,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,6,0.3223,0.4844,8,0.3223,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,7,0.1836,0.3438,8,0.1836,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,8,0.2871,0.4531,8,0.2871,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,9,0.2988,0.4688,8,0.2988,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,10,0.2324,0.4219,8,0.2324,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,11,0.3281,0.4531,8,0.3281,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,12,0.3066,0.4219,8,0.3066,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,13,0.207,0.4062,8,0.207,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,14,0.3379,0.5,8,0.3379,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,15,0.252,0.4062,8,0.252,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,16,0.334,0.5,8,0.334,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,17,0.2246,0.375,8,0.2246,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,18,0.2969,0.5,8,0.2969,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,19,0.2754,0.4688,8,0.2754,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,20,0.3398,0.5156,8,0.3398,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,21,0.2891,0.4844,8,0.2891,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,22,0.2852,0.4844,8,0.2852,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,23,0.334,0.4688,8,0.334,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,24,0.2793,0.4219,8,0.2793,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,25,0.2383,0.4531,8,0.2383,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,26,0.2578,0.4219,8,0.2578,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,27,0.3496,0.4688,8,0.3496,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,28,0.2715,0.4219,8,0.2715,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,29,0.3203,0.4844,8,0.3203,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,30,0.2695,0.4219,8,0.2695,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,31,0.2793,0.4688,8,0.2793,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,32,0.3105,0.4844,8,0.3105,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,33,0.3301,0.5,8,0.3301,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,34,0.3574,0.4844,8,0.3574,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,35,0.2363,0.4844,8,0.2363,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,36,0.3008,0.4844,8,0.3008,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,37,0.2676,0.4375,8,0.2676,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,38,0.2715,0.4844,8,0.2715,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,39,0.3066,0.5,8,0.3066,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,40,0.3125,0.4375,8,0.3125,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,41,0.2715,0.5625,8,0.2715,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,42,0.2266,0.4219,8,0.2266,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,43,0.2578,0.4688,8,0.2578,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,44,0.2578,0.4219,8,0.2578,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,45,0.2988,0.4688,8,0.2988,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,46,0.2656,0.4531,8,0.2656,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,47,0.1836,0.3594,8,0.1836,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,48,0.2539,0.4219,8,0.2539,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,49,0.2305,0.4688,8,0.2305,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,50,0.3418,0.5156,8,0.3418,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,51,0.2617,0.4531,8,0.2617,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,52,0.2598,0.3906,8,0.2598,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,53,0.2285,0.3438,8,0.2285,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,54,0.2422,0.5,8,0.2422,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,55,0.2754,0.4844,8,0.2754,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,56,0.1875,0.4375,8,0.1875,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,57,0.2285,0.4062,8,0.2285,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,58,0.2324,0.4688,8,0.2324,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,59,0.2344,0.5156,8,0.2344,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,60,0.2812,0.5156,8,0.2812,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,61,0.2461,0.3906,8,0.2461,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,62,0.2734,0.5,8,0.2734,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,63,0.1602,0.3438,8,0.1602,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,64,0.3125,0.5312,8,0.3125,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,65,0.1973,0.3906,8,0.1973,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,66,0.2441,0.4844,8,0.2441,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,67,0.2988,0.5,8,0.2988,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,68,0.1973,0.3594,8,0.1973,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,69,0.3242,0.5469,8,0.3242,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,70,0.2891,0.5312,8,0.2891,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,71,0.2363,0.4688,8,0.2363,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,72,0.2109,0.4375,8,0.2109,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
+JTD D5 · GSPO control · checkpoint 69,Qwen3-Coder-30B-A3B,laion/codeforces-v2,73,0.1289,0.3281,8,0.1289,False,False,https://huggingface.co/laion/jtd-d5-69-30B,https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv
diff --git a/run-metrics-qwen/tt-x0_verifier-binary-20-30B.csv b/run-metrics-qwen/tt-x0_verifier-binary-20-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..873201c47056af29d7fe780e72769867bf890674
--- /dev/null
+++ b/run-metrics-qwen/tt-x0_verifier-binary-20-30B.csv
@@ -0,0 +1,21 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.12109375,0.265625,8,0.12109375,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.140625,0.25,8,0.140625,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.087890625,0.1875,8,0.087890625,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.177734375,0.28125,8,0.177734375,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.134765625,0.25,8,0.134765625,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.10546875,0.25,8,0.10546875,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.173828125,0.265625,8,0.173828125,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.162109375,0.27419354838709675,8,0.162109375,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.2734375,0.40625,8,0.2734375,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.125,0.265625,8,0.125,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.130859375,0.25,8,0.130859375,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.171875,0.3125,8,0.171875,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.123046875,0.1875,8,0.123046875,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.185546875,0.359375,8,0.185546875,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.14453125,0.234375,8,0.14453125,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.17578125,0.30158730158730157,8,0.17578125,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.14453125,0.3125,8,0.14453125,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.150390625,0.265625,8,0.150390625,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.169921875,0.26666666666666666,8,0.169921875,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier binary · checkpoint 20,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.19140625,0.3125,8,0.19140625,False,False,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B,https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x0_verifier-shaped-20-30B.csv b/run-metrics-qwen/tt-x0_verifier-shaped-20-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..930360919f9dd58a78db268a0b9a6b0f3d942e9d
--- /dev/null
+++ b/run-metrics-qwen/tt-x0_verifier-shaped-20-30B.csv
@@ -0,0 +1,21 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,,0.828125,8,0.5274590210137085,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,,0.796875,8,0.4813078197843823,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,,0.8125,8,0.4775060551427739,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,,0.828125,8,0.4777042998234405,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,,0.828125,8,0.4551874069940476,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,,0.859375,8,0.5326983735474085,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,,0.640625,8,0.4009547906520563,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,,0.796875,8,0.45337083164231606,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,,0.859375,8,0.5216263499954906,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,,0.796875,8,0.4491098040414446,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,,0.8032786885245902,8,0.5119123281232656,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,,0.734375,8,0.3988892346802503,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,,0.796875,8,0.4464589934804779,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,,0.78125,8,0.45135237483870305,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,,0.765625,8,0.4958530835483961,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,,0.7741935483870968,8,0.44168061213959653,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,,0.8125,8,0.46851110586462147,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,,0.859375,8,0.5406267397966618,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,,0.84375,8,0.4805916956307581,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
+X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,,0.859375,8,0.5562405584866523,True,False,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B,https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x10-fsdp2-fa2-117-30B.csv b/run-metrics-qwen/tt-x10-fsdp2-fa2-117-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e4eabf30ad7b550b7ec1af98c915238f2bef675a
--- /dev/null
+++ b/run-metrics-qwen/tt-x10-fsdp2-fa2-117-30B.csv
@@ -0,0 +1,132 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.212890625,0.3125,8,0.212890625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.087890625,0.234375,8,0.087890625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.1328125,0.234375,8,0.1328125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.087890625,0.1875,8,0.087890625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.15625,0.28125,8,0.15625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.220703125,0.359375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.19921875,0.3125,8,0.19921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.15625,0.296875,8,0.15625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.142578125,0.28125,8,0.142578125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.16796875,0.3125,8,0.16796875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.15234375,0.296875,8,0.15234375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.12890625,0.3125,8,0.12890625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.19921875,0.375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.19921875,0.296875,8,0.19921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.193359375,0.34375,8,0.193359375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.154296875,0.28125,8,0.154296875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.25,0.375,8,0.25,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.203125,0.328125,8,0.203125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.134765625,0.296875,8,0.134765625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.1796875,0.3125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.2421875,0.328125,8,0.2421875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.158203125,0.359375,8,0.158203125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.193359375,0.359375,8,0.193359375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.158203125,0.25,8,0.158203125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.16015625,0.265625,8,0.16015625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.138671875,0.28125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.228515625,0.359375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.1796875,0.3125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.19140625,0.328125,8,0.19140625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.208984375,0.3125,8,0.208984375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.20703125,0.328125,8,0.20703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.181640625,0.265625,8,0.181640625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.203125,0.34375,8,0.203125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.1640625,0.296875,8,0.1640625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.208984375,0.34375,8,0.208984375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.26953125,0.359375,8,0.26953125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.205078125,0.296875,8,0.205078125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.3046875,0.421875,8,0.3046875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.25390625,0.328125,8,0.25390625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.1953125,0.296875,8,0.1953125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.279296875,0.4375,8,0.279296875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.193359375,0.34375,8,0.193359375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.228515625,0.328125,8,0.228515625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.1484375,0.265625,8,0.1484375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.20703125,0.296875,8,0.20703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.203125,0.296875,8,0.203125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.240234375,0.390625,8,0.240234375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.220703125,0.390625,8,0.220703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.259765625,0.40625,8,0.259765625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.201171875,0.375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.294921875,0.421875,8,0.294921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.181640625,0.265625,8,0.181640625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.22265625,0.375,8,0.22265625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.2421875,0.34375,8,0.2421875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.287109375,0.421875,8,0.287109375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.169921875,0.328125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.205078125,0.328125,8,0.205078125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.2109375,0.296875,8,0.2109375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.16015625,0.265625,8,0.16015625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.23828125,0.359375,8,0.23828125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.169921875,0.28125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.259765625,0.390625,8,0.259765625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.201171875,0.3125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.189453125,0.34375,8,0.189453125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.259765625,0.375,8,0.259765625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.197265625,0.328125,8,0.197265625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.275390625,0.40625,8,0.275390625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.26953125,0.46875,8,0.26953125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.22265625,0.28125,8,0.22265625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.171875,0.25,8,0.171875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.28515625,0.375,8,0.28515625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.232421875,0.328125,8,0.232421875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.232421875,0.34375,8,0.232421875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,74,0.236328125,0.34375,8,0.236328125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,75,0.24609375,0.359375,8,0.24609375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,76,0.15625,0.3125,8,0.15625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,77,0.21875,0.359375,8,0.21875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,78,0.244140625,0.375,8,0.244140625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,79,0.154296875,0.25,8,0.154296875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,80,0.17578125,0.234375,8,0.17578125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,81,0.16796875,0.25,8,0.16796875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,82,0.294921875,0.421875,8,0.294921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,83,0.302734375,0.421875,8,0.302734375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,84,0.220703125,0.359375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,85,0.20703125,0.328125,8,0.20703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,86,0.1953125,0.34375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,87,0.220703125,0.3125,8,0.220703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,88,0.193359375,0.3125,8,0.193359375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,89,0.154296875,0.25,8,0.154296875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,90,0.224609375,0.3125,8,0.224609375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,91,0.283203125,0.40625,8,0.283203125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,92,0.12109375,0.21875,8,0.12109375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,93,0.236328125,0.359375,8,0.236328125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,94,0.205078125,0.296875,8,0.205078125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,95,0.28125,0.375,8,0.28125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,96,0.26171875,0.375,8,0.26171875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,97,0.142578125,0.3125,8,0.142578125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,98,0.25390625,0.40625,8,0.25390625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,99,0.1953125,0.3125,8,0.1953125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,100,0.212890625,0.375,8,0.212890625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,101,0.22265625,0.375,8,0.22265625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,102,0.1796875,0.328125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,103,0.1484375,0.25,8,0.1484375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,104,0.185546875,0.34375,8,0.185546875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,105,0.1875,0.34375,8,0.1875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,106,0.15234375,0.25,8,0.15234375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,107,0.212890625,0.375,8,0.212890625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,108,0.1953125,0.328125,8,0.1953125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,109,0.244140625,0.375,8,0.244140625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,110,0.19921875,0.359375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,111,0.21484375,0.328125,8,0.21484375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,112,0.173828125,0.265625,8,0.173828125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,113,0.18359375,0.296875,8,0.18359375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,114,0.31640625,0.421875,8,0.31640625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,115,0.1171875,0.265625,8,0.1171875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,116,0.33203125,0.421875,8,0.33203125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,117,0.279296875,0.390625,8,0.279296875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,118,0.21484375,0.328125,8,0.21484375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,119,0.271484375,0.40625,8,0.271484375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,120,0.20703125,0.359375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,121,0.171875,0.25,8,0.171875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,122,0.208984375,0.296875,8,0.208984375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,123,0.18359375,0.3125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,124,0.171875,0.265625,8,0.171875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,125,0.212890625,0.359375,8,0.212890625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,126,0.248046875,0.40625,8,0.248046875,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,127,0.181640625,0.328125,8,0.181640625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,128,0.166015625,0.375,8,0.166015625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,129,0.21484375,0.40625,8,0.21484375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,130,0.146484375,0.25,8,0.146484375,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
+X10b · FSDP2 + FlashAttention 2 · checkpoint 117,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,131,0.166015625,0.296875,8,0.166015625,False,False,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B,https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x15-megatron-51-30B.csv b/run-metrics-qwen/tt-x15-megatron-51-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7aa8a48673cdfd043739994701c70aef90d04321
--- /dev/null
+++ b/run-metrics-qwen/tt-x15-megatron-51-30B.csv
@@ -0,0 +1,102 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.208984375,0.40625,8,0.208984375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.115234375,0.265625,8,0.115234375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.140625,0.28125,8,0.140625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.13671875,0.234375,8,0.13671875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.12109375,0.171875,8,0.12109375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.201171875,0.359375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.220703125,0.359375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.150390625,0.34375,8,0.150390625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.158203125,0.265625,8,0.158203125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.189453125,0.296875,8,0.189453125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.138671875,0.234375,8,0.138671875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.1328125,0.25,8,0.1328125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.1640625,0.328125,8,0.1640625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.171875,0.328125,8,0.171875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.119140625,0.25,8,0.119140625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.142578125,0.25,8,0.142578125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.232421875,0.421875,8,0.232421875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.177734375,0.328125,8,0.177734375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.1484375,0.34375,8,0.1484375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.146484375,0.234375,8,0.146484375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.193359375,0.328125,8,0.193359375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.14453125,0.296875,8,0.14453125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.201171875,0.359375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.16015625,0.296875,8,0.16015625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.15625,0.234375,8,0.15625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.146484375,0.25,8,0.146484375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.1953125,0.34375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.22265625,0.40625,8,0.22265625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.18359375,0.3125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.177734375,0.296875,8,0.177734375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.275390625,0.453125,8,0.275390625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.18359375,0.3125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.205078125,0.375,8,0.205078125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.150390625,0.265625,8,0.150390625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.212890625,0.328125,8,0.212890625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.162109375,0.328125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.216796875,0.34375,8,0.216796875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.271484375,0.453125,8,0.271484375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.224609375,0.390625,8,0.224609375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.240234375,0.375,8,0.240234375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.18359375,0.296875,8,0.18359375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.134765625,0.28125,8,0.134765625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.21484375,0.296875,8,0.21484375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.14453125,0.25,8,0.14453125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.08203125,0.125,8,0.08203125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.16015625,0.265625,8,0.16015625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.228515625,0.421875,8,0.228515625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.23046875,0.390625,8,0.23046875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.20703125,0.3125,8,0.20703125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.189453125,0.28125,8,0.189453125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.244140625,0.421875,8,0.244140625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.150390625,0.265625,8,0.150390625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.19921875,0.375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.240234375,0.359375,8,0.240234375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.126953125,0.265625,8,0.126953125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.134765625,0.265625,8,0.134765625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.1328125,0.25,8,0.1328125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.083984375,0.203125,8,0.083984375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.05078125,0.15625,8,0.05078125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.080078125,0.1875,8,0.080078125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.091796875,0.203125,8,0.091796875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.142578125,0.234375,8,0.142578125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.09375,0.265625,8,0.09375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.111328125,0.21875,8,0.111328125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.095703125,0.1875,8,0.095703125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.1171875,0.328125,8,0.1171875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.095703125,0.21875,8,0.095703125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.10546875,0.28125,8,0.10546875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.095703125,0.1875,8,0.095703125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.08203125,0.21875,8,0.08203125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.12890625,0.25,8,0.12890625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.06640625,0.234375,8,0.06640625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.095703125,0.25,8,0.095703125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,74,0.1328125,0.25,8,0.1328125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,75,0.078125,0.203125,8,0.078125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,76,0.095703125,0.15625,8,0.095703125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,77,0.083984375,0.203125,8,0.083984375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,78,0.029296875,0.078125,8,0.029296875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,79,0.025390625,0.078125,8,0.025390625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,80,0.01171875,0.09375,8,0.01171875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,81,0.009765625,0.046875,8,0.009765625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,82,0.0078125,0.046875,8,0.0078125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,83,0.017578125,0.03125,8,0.017578125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,84,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,85,0.005859375,0.046875,8,0.005859375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,86,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,87,0.01953125,0.046875,8,0.01953125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,88,0.01171875,0.046875,8,0.01171875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,89,0.03125,0.125,8,0.03125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,90,0.017578125,0.046875,8,0.017578125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,91,0.029296875,0.109375,8,0.029296875,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,92,0.009765625,0.046875,8,0.009765625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,93,0.021484375,0.109375,8,0.021484375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,94,0.03515625,0.0625,8,0.03515625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,95,0.0078125,0.03125,8,0.0078125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,96,0.01953125,0.046875,8,0.01953125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,97,0.015625,0.0625,8,0.015625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,98,0.01953125,0.046875,8,0.01953125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,99,0.0078125,0.0625,8,0.0078125,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,100,0.005859375,0.03125,8,0.005859375,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
+X15 · Megatron · checkpoint 51,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,101,0.041015625,0.078125,8,0.041015625,False,False,https://huggingface.co/laion/tt-x15-megatron-51-30B,https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x16-entropy0p003-42-30B.csv b/run-metrics-qwen/tt-x16-entropy0p003-42-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..38f8c0f1c894c10ef9b1c09411d858a2a5ab34ab
--- /dev/null
+++ b/run-metrics-qwen/tt-x16-entropy0p003-42-30B.csv
@@ -0,0 +1,93 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.208984375,0.390625,8,0.208984375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.125,0.25,8,0.125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.1484375,0.265625,8,0.1484375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.125,0.171875,8,0.125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.1484375,0.21875,8,0.1484375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.21875,0.390625,8,0.21875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.15625,0.34375,8,0.15625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.16796875,0.328125,8,0.16796875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.197265625,0.34375,8,0.197265625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.150390625,0.328125,8,0.150390625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.125,0.21875,8,0.125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.123046875,0.265625,8,0.123046875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.130859375,0.296875,8,0.130859375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.19140625,0.34375,8,0.19140625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.17578125,0.3125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.162109375,0.28125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.193359375,0.359375,8,0.193359375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.169921875,0.296875,8,0.169921875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.162109375,0.359375,8,0.162109375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.171875,0.296875,8,0.171875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.201171875,0.328125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.15234375,0.296875,8,0.15234375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.220703125,0.359375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.197265625,0.328125,8,0.197265625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.158203125,0.25,8,0.158203125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.201171875,0.328125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.166015625,0.265625,8,0.166015625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.130859375,0.28125,8,0.130859375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.158203125,0.28125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.201171875,0.328125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.12890625,0.296875,8,0.12890625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.20703125,0.34375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.16015625,0.265625,8,0.16015625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.10546875,0.21875,8,0.10546875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.20703125,0.375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.17578125,0.296875,8,0.17578125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.181640625,0.3125,8,0.181640625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.234375,0.375,8,0.234375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.234375,0.390625,8,0.234375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.208984375,0.328125,8,0.208984375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.2265625,0.375,8,0.2265625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.251953125,0.375,8,0.251953125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.24609375,0.390625,8,0.24609375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.158203125,0.3125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.11328125,0.1875,8,0.11328125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.220703125,0.328125,8,0.220703125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.12109375,0.21875,8,0.12109375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.142578125,0.25,8,0.142578125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.208984375,0.328125,8,0.208984375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.20703125,0.296875,8,0.20703125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.220703125,0.34375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.138671875,0.328125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.259765625,0.40625,8,0.259765625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.203125,0.3125,8,0.203125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.1484375,0.3125,8,0.1484375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.18359375,0.359375,8,0.18359375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.1640625,0.296875,8,0.1640625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.1328125,0.21875,8,0.1328125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.197265625,0.328125,8,0.197265625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.138671875,0.234375,8,0.138671875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.0859375,0.171875,8,0.0859375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.09765625,0.234375,8,0.09765625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.158203125,0.28125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.111328125,0.28125,8,0.111328125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.119140625,0.203125,8,0.119140625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.08984375,0.171875,8,0.08984375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.177734375,0.375,8,0.177734375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.171875,0.296875,8,0.171875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.1328125,0.21875,8,0.1328125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.078125,0.203125,8,0.078125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.107421875,0.25,8,0.107421875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.119140625,0.296875,8,0.119140625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.076171875,0.203125,8,0.076171875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,74,0.095703125,0.203125,8,0.095703125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,75,0.08203125,0.1875,8,0.08203125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,76,0.068359375,0.15625,8,0.068359375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,77,0.0234375,0.078125,8,0.0234375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,78,0.09375,0.203125,8,0.09375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,79,0.046875,0.171875,8,0.046875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,80,0.03515625,0.0625,8,0.03515625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,81,0.037109375,0.125,8,0.037109375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,82,0.046875,0.09375,8,0.046875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,83,0.02734375,0.125,8,0.02734375,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,84,0.015625,0.0625,8,0.015625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,85,0.017578125,0.078125,8,0.017578125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,86,0.0390625,0.09375,8,0.0390625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,87,0.03515625,0.09375,8,0.03515625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,88,0.048828125,0.15625,8,0.048828125,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,89,0.041015625,0.0625,8,0.041015625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,90,0.046875,0.125,8,0.046875,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,91,0.025390625,0.09375,8,0.025390625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
+X16 · entropy 0.003 · checkpoint 42,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,92,0.009765625,0.0625,8,0.009765625,False,False,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B,https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x1_lr-lr1p6e5-30-30B.csv b/run-metrics-qwen/tt-x1_lr-lr1p6e5-30-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..83fd386056ecf86490945f77e5f8bc9067d4d5ec
--- /dev/null
+++ b/run-metrics-qwen/tt-x1_lr-lr1p6e5-30-30B.csv
@@ -0,0 +1,36 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.109375,0.203125,8,0.109375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.130859375,0.234375,8,0.130859375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.1328125,0.265625,8,0.1328125,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.14453125,0.296875,8,0.14453125,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.115234375,0.3125,8,0.115234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.189453125,0.2909090909090909,8,0.189453125,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.09765625,0.18333333333333332,8,0.09765625,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.291015625,0.453125,8,0.291015625,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.19921875,0.34375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.1796875,0.328125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.208984375,0.390625,8,0.208984375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.12890625,0.265625,8,0.12890625,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.1171875,0.2391304347826087,8,0.1171875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.20703125,0.375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.1953125,0.375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.19921875,0.375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.162109375,0.328125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.16796875,0.328125,8,0.16796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.138671875,0.28125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.17578125,0.328125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.099609375,0.234375,8,0.099609375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.107421875,0.2549019607843137,8,0.107421875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.10546875,0.1875,8,0.10546875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.150390625,0.296875,8,0.150390625,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.25,0.453125,8,0.25,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.173828125,0.375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.150390625,0.28125,8,0.150390625,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.130859375,0.296875,8,0.130859375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.2265625,0.390625,8,0.2265625,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.2109375,0.359375,8,0.2109375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.21875,0.425531914893617,8,0.21875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.216796875,0.359375,8,0.216796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.150390625,0.328125,8,0.150390625,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.09375,0.296875,8,0.09375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 1.6e-5 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.15234375,0.3125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B,https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x1_lr-lr4e6-30-30B.csv b/run-metrics-qwen/tt-x1_lr-lr4e6-30-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aa904cfe13ebb513654e13a50967b19553c30369
--- /dev/null
+++ b/run-metrics-qwen/tt-x1_lr-lr4e6-30-30B.csv
@@ -0,0 +1,37 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.16796875,0.3125,8,0.16796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.11328125,0.265625,8,0.11328125,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.091796875,0.171875,8,0.091796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.103515625,0.25,8,0.103515625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.125,0.1875,8,0.125,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.177734375,0.265625,8,0.177734375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.181640625,0.34375,8,0.181640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.166015625,0.28125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.23046875,0.390625,8,0.23046875,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.166015625,0.328125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.115234375,0.234375,8,0.115234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.15234375,0.3125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.169921875,0.29508196721311475,8,0.169921875,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.09765625,0.234375,8,0.09765625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.154296875,0.296875,8,0.154296875,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.1484375,0.296875,8,0.1484375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.1640625,0.3050847457627119,8,0.1640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.1640625,0.296875,8,0.1640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.14453125,0.21875,8,0.14453125,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.158203125,0.25,8,0.158203125,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.1484375,0.265625,8,0.1484375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.166015625,0.265625,8,0.166015625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.115234375,0.25,8,0.115234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.150390625,0.234375,8,0.150390625,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.173828125,0.33962264150943394,8,0.173828125,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.18359375,0.3125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.193359375,0.34375,8,0.193359375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.173828125,0.34375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.1484375,0.296875,8,0.1484375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.177734375,0.34375,8,0.177734375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.14453125,0.1836734693877551,8,0.14453125,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.05859375,0.203125,8,0.05859375,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 4e-6 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B,https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x1_lr-lr8e6-60-30B.csv b/run-metrics-qwen/tt-x1_lr-lr8e6-60-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc6547f746301e3dfe8c2a3090b35e59bfceda0d
--- /dev/null
+++ b/run-metrics-qwen/tt-x1_lr-lr8e6-60-30B.csv
@@ -0,0 +1,72 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.181640625,0.34375,8,0.181640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.134765625,0.25,8,0.134765625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.08984375,0.21875,8,0.08984375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.119140625,0.28125,8,0.119140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.1640625,0.328125,8,0.1640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.12890625,0.25,8,0.12890625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.18359375,0.375,8,0.18359375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.158203125,0.28125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.17578125,0.3125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.1796875,0.390625,8,0.1796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.130859375,0.3389830508474576,8,0.130859375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.154296875,0.3125,8,0.154296875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.138671875,0.28125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.2265625,0.4166666666666667,8,0.2265625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.08984375,0.203125,8,0.08984375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.19140625,0.40625,8,0.19140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.16015625,0.265625,8,0.16015625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.185546875,0.359375,8,0.185546875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.234375,0.3137254901960784,8,0.234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.123046875,0.21875,8,0.123046875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.173828125,0.28125,8,0.173828125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.115234375,0.203125,8,0.115234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.13671875,0.25,8,0.13671875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.140625,0.25,8,0.140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.181640625,0.2653061224489796,8,0.181640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.212890625,0.390625,8,0.212890625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.158203125,0.328125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.203125,0.4423076923076923,8,0.203125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.169921875,0.328125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.19140625,0.40625,8,0.19140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.171875,0.25,8,0.171875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.189453125,0.34375,8,0.189453125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.1640625,0.265625,8,0.1640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.23046875,0.46296296296296297,8,0.23046875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.19140625,0.3125,8,0.19140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.140625,0.25,8,0.140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.166015625,0.36,8,0.166015625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.173828125,0.34375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.158203125,0.3125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.1875,0.34375,8,0.1875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.140625,0.3125,8,0.140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.138671875,0.296875,8,0.138671875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.1484375,0.36538461538461536,8,0.1484375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.15234375,0.375,8,0.15234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.23046875,0.375,8,0.23046875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.201171875,0.375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.140625,0.3125,8,0.140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.1640625,0.359375,8,0.1640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.216796875,0.3,8,0.216796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.146484375,0.3125,8,0.146484375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.1484375,0.28125,8,0.1484375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.23046875,0.421875,8,0.23046875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.140625,0.34375,8,0.140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.140625,0.328125,8,0.140625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.212890625,0.38181818181818183,8,0.212890625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.1171875,0.21875,8,0.1171875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.22265625,0.375,8,0.22265625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.181640625,0.296875,8,0.181640625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.201171875,0.375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.197265625,0.3125,8,0.197265625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.1796875,0.3090909090909091,8,0.1796875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.150390625,0.3125,8,0.150390625,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.162109375,0.3125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.18359375,0.3958333333333333,8,0.18359375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.20703125,0.453125,8,0.20703125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.234375,0.375,8,0.234375,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.185546875,0.4230769230769231,8,0.185546875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.173828125,0.390625,8,0.173828125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.220703125,0.421875,8,0.220703125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.171875,0.296875,8,0.171875,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
+X1 · learning rate 8e-6 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.158203125,0.34375,8,0.158203125,False,False,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B,https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x2_clip-hi0p01-15-30B.csv b/run-metrics-qwen/tt-x2_clip-hi0p01-15-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..14c85e3531703fec455801deef3c32543394c972
--- /dev/null
+++ b/run-metrics-qwen/tt-x2_clip-hi0p01-15-30B.csv
@@ -0,0 +1,49 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.158203125,0.25,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.078125,0.1875,8,0.078125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.126953125,0.296875,8,0.126953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.1796875,0.359375,8,0.1796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.103515625,0.1875,8,0.103515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.095703125,0.3148148148148148,8,0.095703125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.1484375,0.359375,8,0.1484375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.19921875,0.328125,8,0.19921875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.21875,0.375,8,0.21875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.142578125,0.2786885245901639,8,0.142578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.185546875,0.34375,8,0.185546875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.111328125,0.203125,8,0.111328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.1484375,0.265625,8,0.1484375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.166015625,0.296875,8,0.166015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.19140625,0.359375,8,0.19140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.11328125,0.24561403508771928,8,0.11328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.19140625,0.28125,8,0.19140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.173828125,0.265625,8,0.173828125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.12109375,0.25396825396825395,8,0.12109375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.142578125,0.296875,8,0.142578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.1015625,0.203125,8,0.1015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.123046875,0.21875,8,0.123046875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.076171875,0.1875,8,0.076171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.19921875,0.3125,8,0.19921875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.171875,0.296875,8,0.171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.16796875,0.30158730158730157,8,0.16796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.146484375,0.234375,8,0.146484375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.158203125,0.296875,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.115234375,0.21875,8,0.115234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.158203125,0.2962962962962963,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.14453125,0.28125,8,0.14453125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.158203125,0.32075471698113206,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.14453125,0.328125,8,0.14453125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.107421875,0.28125,8,0.107421875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.123046875,0.2641509433962264,8,0.123046875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.146484375,0.265625,8,0.146484375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.11328125,0.25,8,0.11328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.162109375,0.375,8,0.162109375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.220703125,0.4375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.10546875,0.3125,8,0.10546875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.05078125,0.1509433962264151,8,0.05078125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.103515625,0.234375,8,0.103515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.1796875,0.34375,8,0.1796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.0078125,0.0784313725490196,8,0.0078125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.03515625,0.125,8,0.03515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.03515625,0.109375,8,0.03515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.005859375,0.03125,8,0.005859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.01 · checkpoint 15,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B,https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x2_clip-hi0p05-10-30B.csv b/run-metrics-qwen/tt-x2_clip-hi0p05-10-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d377e487a19b8eaa67a794b3014a94aef9882597
--- /dev/null
+++ b/run-metrics-qwen/tt-x2_clip-hi0p05-10-30B.csv
@@ -0,0 +1,77 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.15234375,0.28125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.119140625,0.21875,8,0.119140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.15625,0.28125,8,0.15625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.16796875,0.296875,8,0.16796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.09375,0.171875,8,0.09375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.203125,0.421875,8,0.203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.234375,0.359375,8,0.234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.251953125,0.40625,8,0.251953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.181640625,0.296875,8,0.181640625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.234375,0.45161290322580644,8,0.234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.20703125,0.34375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.11328125,0.203125,8,0.11328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.17578125,0.296875,8,0.17578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.154296875,0.27419354838709675,8,0.154296875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.171875,0.296875,8,0.171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.154296875,0.328125,8,0.154296875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.115234375,0.21875,8,0.115234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.166015625,0.296875,8,0.166015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.169921875,0.296875,8,0.169921875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.19140625,0.31746031746031744,8,0.19140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.169921875,0.28125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.076171875,0.140625,8,0.076171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.130859375,0.265625,8,0.130859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.12109375,0.1875,8,0.12109375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.201171875,0.3125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.158203125,0.29508196721311475,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.16796875,0.265625,8,0.16796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.201171875,0.359375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.171875,0.3333333333333333,8,0.171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.228515625,0.4375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.16796875,0.28,8,0.16796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.138671875,0.25,8,0.138671875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.236328125,0.359375,8,0.236328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.140625,0.26,8,0.140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.2265625,0.359375,8,0.2265625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.193359375,0.296875,8,0.193359375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.103515625,0.203125,8,0.103515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.1484375,0.296875,8,0.1484375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.201171875,0.328125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.162109375,0.28125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.17578125,0.328125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.10546875,0.171875,8,0.10546875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.060546875,0.16363636363636364,8,0.060546875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.166015625,0.3125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.17578125,0.265625,8,0.17578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.287109375,0.4230769230769231,8,0.287109375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.201171875,0.4375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.232421875,0.46875,8,0.232421875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.236328125,0.421875,8,0.236328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.138671875,0.265625,8,0.138671875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.138671875,0.328125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.19140625,0.34,8,0.19140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.201171875,0.359375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.173828125,0.3125,8,0.173828125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.1015625,0.203125,8,0.1015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.177734375,0.328125,8,0.177734375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.166015625,0.265625,8,0.166015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.181640625,0.3333333333333333,8,0.181640625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.134765625,0.3125,8,0.134765625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.232421875,0.359375,8,0.232421875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.17578125,0.34375,8,0.17578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.171875,0.34375,8,0.171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.171875,0.40625,8,0.171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.2109375,0.3958333333333333,8,0.2109375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.16796875,0.328125,8,0.16796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.28515625,0.484375,8,0.28515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.150390625,0.375,8,0.150390625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.166015625,0.28125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.140625,0.296875,8,0.140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.123046875,0.32608695652173914,8,0.123046875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.19921875,0.375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.158203125,0.3125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.220703125,0.4782608695652174,8,0.220703125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,74,0.1640625,0.34375,8,0.1640625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,75,0.150390625,0.3125,8,0.150390625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.05 · checkpoint 10,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,76,0.15234375,0.328125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B,https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x2_clip-hi0p2-60-30B.csv b/run-metrics-qwen/tt-x2_clip-hi0p2-60-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a78321ee2b6aae6f17745ee1d8d9e90b0d02f2e6
--- /dev/null
+++ b/run-metrics-qwen/tt-x2_clip-hi0p2-60-30B.csv
@@ -0,0 +1,79 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.126953125,0.25,8,0.126953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.16015625,0.3125,8,0.16015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.09375,0.21875,8,0.09375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.158203125,0.3125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.15625,0.28125,8,0.15625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.181640625,0.3125,8,0.181640625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.142578125,0.3125,8,0.142578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.193359375,0.390625,8,0.193359375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.23828125,0.40625,8,0.23828125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.158203125,0.296875,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.158203125,0.28125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.14453125,0.359375,8,0.14453125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.13671875,0.21875,8,0.13671875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.130859375,0.24193548387096775,8,0.130859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.177734375,0.34375,8,0.177734375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.125,0.28125,8,0.125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.130859375,0.288135593220339,8,0.130859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.208984375,0.328125,8,0.208984375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.193359375,0.3125,8,0.193359375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.173828125,0.25,8,0.173828125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.154296875,0.234375,8,0.154296875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.130859375,0.32075471698113206,8,0.130859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.1171875,0.265625,8,0.1171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.185546875,0.3125,8,0.185546875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.1796875,0.28125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.16796875,0.296875,8,0.16796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.224609375,0.390625,8,0.224609375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.205078125,0.4375,8,0.205078125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.150390625,0.296875,8,0.150390625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.146484375,0.265625,8,0.146484375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.251953125,0.359375,8,0.251953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.1171875,0.25,8,0.1171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.00390625,0.015625,8,0.00390625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.251953125,0.34375,8,0.251953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.18359375,0.3125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.203125,0.34375,8,0.203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.2265625,0.328125,8,0.2265625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.1640625,0.296875,8,0.1640625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.140625,0.234375,8,0.140625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.220703125,0.34375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.1171875,0.25,8,0.1171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.236328125,0.375,8,0.236328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.197265625,0.32142857142857145,8,0.197265625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.201171875,0.34375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.197265625,0.296875,8,0.197265625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.328125,0.5,8,0.328125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.15234375,0.265625,8,0.15234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.15234375,0.234375,8,0.15234375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.26171875,0.375,8,0.26171875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.17578125,0.3125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.166015625,0.296875,8,0.166015625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.177734375,0.3018867924528302,8,0.177734375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.130859375,0.265625,8,0.130859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.283203125,0.40625,8,0.283203125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.23046875,0.3125,8,0.23046875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.205078125,0.296875,8,0.205078125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.2265625,0.34375,8,0.2265625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.255859375,0.36,8,0.255859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.216796875,0.390625,8,0.216796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.228515625,0.375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.126953125,0.22916666666666666,8,0.126953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.18359375,0.3125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.205078125,0.296875,8,0.205078125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.30859375,0.484375,8,0.30859375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.1796875,0.3125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.310546875,0.453125,8,0.310546875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.259765625,0.43137254901960786,8,0.259765625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.20703125,0.359375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.1796875,0.296875,8,0.1796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.1796875,0.328125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.26953125,0.390625,8,0.26953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.1953125,0.359375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.251953125,0.35294117647058826,8,0.251953125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,74,0.224609375,0.328125,8,0.224609375,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,75,0.138671875,0.234375,8,0.138671875,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,76,0.22265625,0.265625,8,0.22265625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,77,0.228515625,0.34375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
+X2 · upper clip 0.2 · checkpoint 60,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,78,0.20703125,0.296875,8,0.20703125,False,False,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B,https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x3_kl-kl0.csv b/run-metrics-qwen/tt-x3_kl-kl0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a723f7fe84ffbda538fb33fa3fa9e9e0901ccee
--- /dev/null
+++ b/run-metrics-qwen/tt-x3_kl-kl0.csv
@@ -0,0 +1,3 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X3 · KL 0 diagnostic export · checkpoint 35 (superseded),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.1074,0.2941,8,0.1074,False,False,https://huggingface.co/laion/tt-x3_kl-kl0,https://huggingface.co/laion/tt-x3_kl-kl0/blob/main/training_logs/metrics_report.md
+X3 · KL 0 diagnostic export · checkpoint 35 (superseded),Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.1914,0.3594,8,0.1914,False,False,https://huggingface.co/laion/tt-x3_kl-kl0,https://huggingface.co/laion/tt-x3_kl-kl0/blob/main/training_logs/metrics_report.md
diff --git a/run-metrics-qwen/tt-x3_kl-kl0b-72-30B.csv b/run-metrics-qwen/tt-x3_kl-kl0b-72-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..70118325e65a6b8d99ce26dc4d692df26d0ea04e
--- /dev/null
+++ b/run-metrics-qwen/tt-x3_kl-kl0b-72-30B.csv
@@ -0,0 +1,74 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.146484375,0.25,8,0.146484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.12109375,0.234375,8,0.12109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.08984375,0.25,8,0.08984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.044921875,0.109375,8,0.044921875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.173828125,0.359375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.123046875,0.21875,8,0.123046875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.154296875,0.25,8,0.154296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.025390625,0.03125,8,0.025390625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.16015625,0.265625,8,0.16015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.09765625,0.1875,8,0.09765625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.05859375,0.15625,8,0.05859375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.0546875,0.09375,8,0.0546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.046875,0.09375,8,0.046875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.177734375,0.3958333333333333,8,0.177734375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.16015625,0.34375,8,0.16015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.1875,0.328125,8,0.1875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.09765625,0.171875,8,0.09765625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.064453125,0.09375,8,0.064453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.19921875,0.3191489361702128,8,0.19921875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.126953125,0.234375,8,0.126953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.107421875,0.234375,8,0.107421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.125,0.2553191489361702,8,0.125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.18359375,0.265625,8,0.18359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.162109375,0.328125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.1171875,0.234375,8,0.1171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.107421875,0.21875,8,0.107421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.078125,0.171875,8,0.078125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.12109375,0.234375,8,0.12109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.0625,0.109375,8,0.0625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.05859375,0.125,8,0.05859375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.10546875,0.171875,8,0.10546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.1484375,0.265625,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.11328125,0.203125,8,0.11328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.10546875,0.23404255319148937,8,0.10546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.193359375,0.328125,8,0.193359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.1796875,0.3125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.146484375,0.3125,8,0.146484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.04296875,0.09375,8,0.04296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.1875,0.3541666666666667,8,0.1875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.125,0.265625,8,0.125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.251953125,0.375,8,0.251953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.189453125,0.34375,8,0.189453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.162109375,0.265625,8,0.162109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.21484375,0.40625,8,0.21484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.12890625,0.28125,8,0.12890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.087890625,0.24444444444444444,8,0.087890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.201171875,0.3125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.193359375,0.421875,8,0.193359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.091796875,0.28125,8,0.091796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.10546875,0.25,8,0.10546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.21484375,0.3125,8,0.21484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.115234375,0.234375,8,0.115234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.1796875,0.359375,8,0.1796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.2109375,0.359375,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.166015625,0.28125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.15625,0.34375,8,0.15625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.17578125,0.39215686274509803,8,0.17578125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.15234375,0.328125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.140625,0.3125,8,0.140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.228515625,0.46875,8,0.228515625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.25,0.46,8,0.25,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.26953125,0.484375,8,0.26953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.12109375,0.3125,8,0.12109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.138671875,0.3125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.1328125,0.28125,8,0.1328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.201171875,0.328125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.095703125,0.28,8,0.095703125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.126953125,0.328125,8,0.126953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.126953125,0.28125,8,0.126953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.1484375,0.296875,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.185546875,0.328125,8,0.185546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.1484375,0.3125,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0 control · checkpoint 72,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.138671875,0.234375,8,0.138671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B,https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x3_kl-kl0p001-76-30B.csv b/run-metrics-qwen/tt-x3_kl-kl0p001-76-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..11452e4b189811e0035e42d58f61d0c67e861683
--- /dev/null
+++ b/run-metrics-qwen/tt-x3_kl-kl0p001-76-30B.csv
@@ -0,0 +1,76 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.158203125,0.3125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.125,0.1875,8,0.125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.126953125,0.234375,8,0.126953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.21875,0.3269230769230769,8,0.21875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.09765625,0.234375,8,0.09765625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.1328125,0.2830188679245283,8,0.1328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.26953125,0.453125,8,0.26953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.1953125,0.34375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.15625,0.296875,8,0.15625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.197265625,0.34375,8,0.197265625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.1875,0.2916666666666667,8,0.1875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.1328125,0.25,8,0.1328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.2109375,0.359375,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.01171875,0.015625,8,0.01171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.087890625,0.25,8,0.087890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.18359375,0.328125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.201171875,0.34375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.005859375,0.015625,8,0.005859375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.013671875,0.0625,8,0.013671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.10546875,0.2978723404255319,8,0.10546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.15625,0.4186046511627907,8,0.15625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.087890625,0.234375,8,0.087890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.173828125,0.296875,8,0.173828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.056640625,0.125,8,0.056640625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.060546875,0.140625,8,0.060546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.14453125,0.3125,8,0.14453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.150390625,0.265625,8,0.150390625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.107421875,0.203125,8,0.107421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.08203125,0.14893617021276595,8,0.08203125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.2109375,0.453125,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.173828125,0.390625,8,0.173828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.19140625,0.328125,8,0.19140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.115234375,0.171875,8,0.115234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.08203125,0.30612244897959184,8,0.08203125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.109375,0.21875,8,0.109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.24609375,0.40625,8,0.24609375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.158203125,0.296875,8,0.158203125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.1171875,0.21875,8,0.1171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.166015625,0.3125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.08984375,0.32,8,0.08984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.15625,0.3125,8,0.15625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.232421875,0.40625,8,0.232421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.25390625,0.359375,8,0.25390625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.181640625,0.359375,8,0.181640625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.1484375,0.328125,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.111328125,0.265625,8,0.111328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.173828125,0.27450980392156865,8,0.173828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.1328125,0.28125,8,0.1328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.216796875,0.359375,8,0.216796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.138671875,0.28125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.111328125,0.21875,8,0.111328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.169921875,0.3018867924528302,8,0.169921875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.1484375,0.296875,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.162109375,0.328125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.15234375,0.296875,8,0.15234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.208984375,0.359375,8,0.208984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.166015625,0.34375,8,0.166015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.140625,0.28125,8,0.140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.208984375,0.421875,8,0.208984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.1015625,0.2916666666666667,8,0.1015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.15234375,0.2777777777777778,8,0.15234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.158203125,0.3125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.2734375,0.5,8,0.2734375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.171875,0.328125,8,0.171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.1484375,0.359375,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.1328125,0.25,8,0.1328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.15234375,0.3958333333333333,8,0.15234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.220703125,0.375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.126953125,0.25,8,0.126953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.1953125,0.421875,8,0.1953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.15625,0.296875,8,0.15625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.1484375,0.3125,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,74,0.177734375,0.40625,8,0.177734375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,75,0.091796875,0.203125,8,0.091796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.001 · checkpoint 76,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,76,0.14453125,0.265625,8,0.14453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B,https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x3_kl-kl0p01-71-30B.csv b/run-metrics-qwen/tt-x3_kl-kl0p01-71-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..952e9dddfac962443e523926fcccc61159ab5127
--- /dev/null
+++ b/run-metrics-qwen/tt-x3_kl-kl0p01-71-30B.csv
@@ -0,0 +1,73 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.140625,0.28125,8,0.140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.10546875,0.25,8,0.10546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.166015625,0.296875,8,0.166015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.060546875,0.109375,8,0.060546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.15625,0.3387096774193548,8,0.15625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.142578125,0.25,8,0.142578125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.13671875,0.234375,8,0.13671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.056640625,0.125,8,0.056640625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.154296875,0.234375,8,0.154296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.091796875,0.171875,8,0.091796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.07421875,0.1875,8,0.07421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.064453125,0.09375,8,0.064453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.126953125,0.25862068965517243,8,0.126953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.240234375,0.40625,8,0.240234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.162109375,0.3488372093023256,8,0.162109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.130859375,0.3125,8,0.130859375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.2109375,0.375,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.1484375,0.234375,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.052734375,0.109375,8,0.052734375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.078125,0.3181818181818182,8,0.078125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.12109375,0.296875,8,0.12109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.140625,0.265625,8,0.140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.17578125,0.3333333333333333,8,0.17578125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.171875,0.34375,8,0.171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.1015625,0.25,8,0.1015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.2109375,0.359375,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.1640625,0.359375,8,0.1640625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.119140625,0.234375,8,0.119140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.041015625,0.0625,8,0.041015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.23828125,0.40425531914893614,8,0.23828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.18359375,0.3125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.1953125,0.34375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.216796875,0.375,8,0.216796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.0703125,0.140625,8,0.0703125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.107421875,0.234375,8,0.107421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.189453125,0.3404255319148936,8,0.189453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.16796875,0.25,8,0.16796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.166015625,0.3125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.103515625,0.234375,8,0.103515625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.048828125,0.09375,8,0.048828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.169921875,0.359375,8,0.169921875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.19140625,0.375,8,0.19140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.16015625,0.3125,8,0.16015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.1796875,0.34375,8,0.1796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.173828125,0.34375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.220703125,0.390625,8,0.220703125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.087890625,0.20833333333333334,8,0.087890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.169921875,0.265625,8,0.169921875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.193359375,0.375,8,0.193359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.16796875,0.34375,8,0.16796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.0859375,0.25,8,0.0859375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.171875,0.25,8,0.171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.130859375,0.25,8,0.130859375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.2109375,0.33962264150943394,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.1796875,0.328125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.1796875,0.4074074074074074,8,0.1796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.13671875,0.28125,8,0.13671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.21875,0.375,8,0.21875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.138671875,0.25,8,0.138671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.296875,0.38461538461538464,8,0.296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.083984375,0.234375,8,0.083984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.16015625,0.375,8,0.16015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.2109375,0.390625,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.2578125,0.421875,8,0.2578125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.140625,0.328125,8,0.140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.166015625,0.34375,8,0.166015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.134765625,0.28125,8,0.134765625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.21484375,0.34375,8,0.21484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.18359375,0.328125,8,0.18359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.171875,0.328125,8,0.171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.12890625,0.42857142857142855,8,0.12890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.01 · checkpoint 71,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.146484375,0.359375,8,0.146484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B,https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x3_kl-kl0p03-70-30B.csv b/run-metrics-qwen/tt-x3_kl-kl0p03-70-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0201121f243562406ba6e9960464e37cda67cfde
--- /dev/null
+++ b/run-metrics-qwen/tt-x3_kl-kl0p03-70-30B.csv
@@ -0,0 +1,71 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.162109375,0.28125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.119140625,0.203125,8,0.119140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.109375,0.265625,8,0.109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.16015625,0.28125,8,0.16015625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.208984375,0.3673469387755102,8,0.208984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.23828125,0.47058823529411764,8,0.23828125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.27734375,0.4375,8,0.27734375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.19140625,0.34375,8,0.19140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.14453125,0.28125,8,0.14453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.14453125,0.3392857142857143,8,0.14453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.232421875,0.391304347826087,8,0.232421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.08984375,0.203125,8,0.08984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.228515625,0.375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.04296875,0.078125,8,0.04296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.08203125,0.21568627450980393,8,0.08203125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.181640625,0.3125,8,0.181640625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.21484375,0.4074074074074074,8,0.21484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.154296875,0.296875,8,0.154296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.15625,0.234375,8,0.15625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.140625,0.265625,8,0.140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.060546875,0.109375,8,0.060546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.1171875,0.25,8,0.1171875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.169921875,0.265625,8,0.169921875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.115234375,0.265625,8,0.115234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.0703125,0.1875,8,0.0703125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.20703125,0.375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.212890625,0.4375,8,0.212890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.08984375,0.1875,8,0.08984375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.087890625,0.1875,8,0.087890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.259765625,0.5,8,0.259765625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.220703125,0.421875,8,0.220703125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.177734375,0.328125,8,0.177734375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.228515625,0.40625,8,0.228515625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.0546875,0.09375,8,0.0546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.12890625,0.28125,8,0.12890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.185546875,0.328125,8,0.185546875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.19921875,0.3409090909090909,8,0.19921875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.12890625,0.328125,8,0.12890625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.154296875,0.25,8,0.154296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.15234375,0.234375,8,0.15234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.091796875,0.22,8,0.091796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.162109375,0.328125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.21484375,0.359375,8,0.21484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.216796875,0.34375,8,0.216796875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.18359375,0.421875,8,0.18359375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.228515625,0.34375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.115234375,0.234375,8,0.115234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.103515625,0.2391304347826087,8,0.103515625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.1484375,0.28125,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.197265625,0.359375,8,0.197265625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.09765625,0.234375,8,0.09765625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.109375,0.28125,8,0.109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.158203125,0.328125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.2109375,0.359375,8,0.2109375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.19140625,0.2982456140350877,8,0.19140625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.15234375,0.28125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.2265625,0.421875,8,0.2265625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.146484375,0.3125,8,0.146484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.1875,0.34375,8,0.1875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.107421875,0.25,8,0.107421875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.13671875,0.3125,8,0.13671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.21875,0.38461538461538464,8,0.21875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.236328125,0.4375,8,0.236328125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.27734375,0.5,8,0.27734375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.14453125,0.296875,8,0.14453125,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.154296875,0.328125,8,0.154296875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.197265625,0.359375,8,0.197265625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.09765625,0.15625,8,0.09765625,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.1484375,0.28125,8,0.1484375,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
+X3 · KL 0.03 · checkpoint 70,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.138671875,0.328125,8,0.138671875,False,False,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B,https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x4_temperature-t0p7-45-30B.csv b/run-metrics-qwen/tt-x4_temperature-t0p7-45-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f453589dccaa02952889852769e7b8287acf2aa3
--- /dev/null
+++ b/run-metrics-qwen/tt-x4_temperature-t0p7-45-30B.csv
@@ -0,0 +1,66 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.15625,0.3125,8,0.15625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.083984375,0.234375,8,0.083984375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.2265625,0.359375,8,0.2265625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.130859375,0.234375,8,0.130859375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.115234375,0.25,8,0.115234375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.228515625,0.359375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.140625,0.3125,8,0.140625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.158203125,0.296875,8,0.158203125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.19140625,0.34,8,0.19140625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.28125,0.4375,8,0.28125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.19140625,0.390625,8,0.19140625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.158203125,0.28125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.150390625,0.34375,8,0.150390625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.171875,0.3125,8,0.171875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.220703125,0.36,8,0.220703125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.228515625,0.34375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.19140625,0.328125,8,0.19140625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.177734375,0.328125,8,0.177734375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.201171875,0.328125,8,0.201171875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.125,0.203125,8,0.125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.177734375,0.34375,8,0.177734375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.162109375,0.3125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.162109375,0.25,8,0.162109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.138671875,0.34615384615384615,8,0.138671875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.197265625,0.34375,8,0.197265625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.173828125,0.34375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.150390625,0.40625,8,0.150390625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.169921875,0.328125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.123046875,0.25,8,0.123046875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.23828125,0.39215686274509803,8,0.23828125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.181640625,0.375,8,0.181640625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.234375,0.375,8,0.234375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.21484375,0.390625,8,0.21484375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.125,0.25,8,0.125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.158203125,0.328125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.15234375,0.2916666666666667,8,0.15234375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.185546875,0.296875,8,0.185546875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.08984375,0.234375,8,0.08984375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.126953125,0.2777777777777778,8,0.126953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.166015625,0.328125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.16796875,0.390625,8,0.16796875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.1484375,0.359375,8,0.1484375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.17578125,0.3125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.265625,0.453125,8,0.265625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.208984375,0.375,8,0.208984375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.19921875,0.375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.185546875,0.375,8,0.185546875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.150390625,0.34375,8,0.150390625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.13671875,0.25,8,0.13671875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.248046875,0.375,8,0.248046875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.193359375,0.3617021276595745,8,0.193359375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.111328125,0.234375,8,0.111328125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.150390625,0.359375,8,0.150390625,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.1875,0.28125,8,0.1875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.1796875,0.34375,8,0.1796875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.2109375,0.375,8,0.2109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.21875,0.40625,8,0.21875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.125,0.265625,8,0.125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.171875,0.296875,8,0.171875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.173828125,0.34615384615384615,8,0.173828125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.203125,0.375,8,0.203125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.18359375,0.359375,8,0.18359375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.287109375,0.46875,8,0.287109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.13671875,0.296875,8,0.13671875,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 0.7 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.1328125,0.359375,8,0.1328125,False,False,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B,https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x4_temperature-t1p0-45-30B.csv b/run-metrics-qwen/tt-x4_temperature-t1p0-45-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..47edb1751a3a78ea36fdf7f7987b19b0b274ad1a
--- /dev/null
+++ b/run-metrics-qwen/tt-x4_temperature-t1p0-45-30B.csv
@@ -0,0 +1,68 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.1953125,0.34375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.11328125,0.203125,8,0.11328125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.12109375,0.234375,8,0.12109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.169921875,0.28125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.166015625,0.375,8,0.166015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.15625,0.28125,8,0.15625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.26171875,0.4583333333333333,8,0.26171875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.26953125,0.40625,8,0.26953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.17578125,0.375,8,0.17578125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.1875,0.34375,8,0.1875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.189453125,0.375,8,0.189453125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.166015625,0.328125,8,0.166015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.251953125,0.3617021276595745,8,0.251953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.126953125,0.25,8,0.126953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.16015625,0.359375,8,0.16015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.15234375,0.29411764705882354,8,0.15234375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.15625,0.25,8,0.15625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.203125,0.28125,8,0.203125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.13671875,0.234375,8,0.13671875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.140625,0.328125,8,0.140625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.189453125,0.296875,8,0.189453125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.162109375,0.3333333333333333,8,0.162109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.169921875,0.28125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.205078125,0.328125,8,0.205078125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.25,0.421875,8,0.25,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.1875,0.40625,8,0.1875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.15234375,0.28125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.1953125,0.30434782608695654,8,0.1953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.259765625,0.40625,8,0.259765625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.1640625,0.25,8,0.1640625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.1875,0.35555555555555557,8,0.1875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.224609375,0.296875,8,0.224609375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.1875,0.296875,8,0.1875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.125,0.22448979591836735,8,0.125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.228515625,0.34375,8,0.228515625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.17578125,0.265625,8,0.17578125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.171875,0.2978723404255319,8,0.171875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.166015625,0.296875,8,0.166015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.171875,0.296875,8,0.171875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.251953125,0.3541666666666667,8,0.251953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.173828125,0.359375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.24609375,0.390625,8,0.24609375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.294921875,0.45098039215686275,8,0.294921875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.263671875,0.40625,8,0.263671875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.23046875,0.375,8,0.23046875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.16015625,0.23404255319148937,8,0.16015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.169921875,0.28125,8,0.169921875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.259765625,0.40625,8,0.259765625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.17578125,0.34375,8,0.17578125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.111328125,0.234375,8,0.111328125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.203125,0.296875,8,0.203125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.203125,0.28,8,0.203125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.251953125,0.328125,8,0.251953125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.15234375,0.30434782608695654,8,0.15234375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.1796875,0.296875,8,0.1796875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.21484375,0.375,8,0.21484375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.232421875,0.39215686274509803,8,0.232421875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.134765625,0.28125,8,0.134765625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.109375,0.171875,8,0.109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.12109375,0.203125,8,0.12109375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.1171875,0.265625,8,0.1171875,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.078125,0.171875,8,0.078125,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.0,0.0,8,0.0,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.1015625,0.22580645161290322,8,0.1015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.208984375,0.40625,8,0.208984375,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
+X4 · temperature 1.0 · checkpoint 45,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.1015625,0.15625,8,0.1015625,False,False,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B,https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x5_gradnorm-gn0p45-30-30B.csv b/run-metrics-qwen/tt-x5_gradnorm-gn0p45-30-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..29f70ab663765a4ff4e087e33c41112a57355c20
--- /dev/null
+++ b/run-metrics-qwen/tt-x5_gradnorm-gn0p45-30-30B.csv
@@ -0,0 +1,69 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.1484375,0.265625,8,0.1484375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.138671875,0.296875,8,0.138671875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.126953125,0.25,8,0.126953125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.19140625,0.4375,8,0.19140625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.1171875,0.21875,8,0.1171875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,6,0.123046875,0.28125,8,0.123046875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.2421875,0.421875,8,0.2421875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.2734375,0.453125,8,0.2734375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.17578125,0.28125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.16796875,0.34,8,0.16796875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.150390625,0.359375,8,0.150390625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,12,0.154296875,0.3125,8,0.154296875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.28515625,0.42857142857142855,8,0.28515625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.1640625,0.34375,8,0.1640625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.181640625,0.359375,8,0.181640625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.171875,0.28125,8,0.171875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.173828125,0.28125,8,0.173828125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,18,0.1484375,0.265625,8,0.1484375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.15625,0.3958333333333333,8,0.15625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.095703125,0.203125,8,0.095703125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.166015625,0.296875,8,0.166015625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.126953125,0.21875,8,0.126953125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.23046875,0.390625,8,0.23046875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.169921875,0.34375,8,0.169921875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.150390625,0.30357142857142855,8,0.150390625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.162109375,0.375,8,0.162109375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.1328125,0.3125,8,0.1328125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.271484375,0.421875,8,0.271484375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.173828125,0.359375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.21875,0.421875,8,0.21875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.15234375,0.265625,8,0.15234375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.15234375,0.265625,8,0.15234375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.162109375,0.34375,8,0.162109375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.1328125,0.3157894736842105,8,0.1328125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.1953125,0.375,8,0.1953125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.138671875,0.265625,8,0.138671875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.20703125,0.375,8,0.20703125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.12890625,0.28125,8,0.12890625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.142578125,0.28125,8,0.142578125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.1875,0.375,8,0.1875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.240234375,0.359375,8,0.240234375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.244140625,0.390625,8,0.244140625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.19921875,0.38461538461538464,8,0.19921875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.13671875,0.3125,8,0.13671875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.19921875,0.359375,8,0.19921875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.20703125,0.29411764705882354,8,0.20703125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.162109375,0.21875,8,0.162109375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.19140625,0.375,8,0.19140625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.169921875,0.359375,8,0.169921875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.09765625,0.1875,8,0.09765625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.13671875,0.296875,8,0.13671875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.1953125,0.3333333333333333,8,0.1953125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.14453125,0.25,8,0.14453125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.181640625,0.296875,8,0.181640625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.1875,0.40625,8,0.1875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.17578125,0.328125,8,0.17578125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.189453125,0.34375,8,0.189453125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.201171875,0.4166666666666667,8,0.201171875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.123046875,0.265625,8,0.123046875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.1171875,0.3125,8,0.1171875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.2734375,0.453125,8,0.2734375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.265625,0.46875,8,0.265625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.111328125,0.265625,8,0.111328125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.134765625,0.30434782608695654,8,0.134765625,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.18359375,0.390625,8,0.18359375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.17578125,0.34375,8,0.17578125,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.1484375,0.34375,8,0.1484375,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
+X5 · max grad norm 0.45 · checkpoint 30,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.16796875,0.390625,8,0.16796875,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B,https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x5_gradnorm-gn0p9.csv b/run-metrics-qwen/tt-x5_gradnorm-gn0p9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..587c64c5e7527ef8e8c497898d4c5a424a7a30bf
--- /dev/null
+++ b/run-metrics-qwen/tt-x5_gradnorm-gn0p9.csv
@@ -0,0 +1,7 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X5 · max grad norm 0.9 · checkpoint 65,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.2832,0.5814,8,0.2832,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 0.9 · checkpoint 65,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.1973,0.3594,8,0.1973,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 0.9 · checkpoint 65,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.1406,0.3281,8,0.1406,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 0.9 · checkpoint 65,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.1445,0.3438,8,0.1445,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 0.9 · checkpoint 65,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.1973,0.4062,8,0.1973,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 0.9 · checkpoint 65,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.1855,0.3594,8,0.1855,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9,https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md
diff --git a/run-metrics-qwen/tt-x5_gradnorm-gn1p8.csv b/run-metrics-qwen/tt-x5_gradnorm-gn1p8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6de69ec01bea0fb2f8991da47cf8cadf91fa0bc6
--- /dev/null
+++ b/run-metrics-qwen/tt-x5_gradnorm-gn1p8.csv
@@ -0,0 +1,9 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.252,0.3529,8,0.252,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.1816,0.3594,8,0.1816,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.2207,0.375,8,0.2207,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.1953,0.3438,8,0.1953,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.2168,0.3438,8,0.2168,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.1172,0.25,8,0.1172,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.1641,0.25,8,0.1641,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
+X5 · max grad norm 1.8 · checkpoint 35,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.1465,0.2344,8,0.1465,False,False,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8,https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md
diff --git a/run-metrics-qwen/tt-x7_cliplow-lo0p01-66-30B.csv b/run-metrics-qwen/tt-x7_cliplow-lo0p01-66-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fbcd39aeee6e8b035b7ae71eafbcc0c34c935f0b
--- /dev/null
+++ b/run-metrics-qwen/tt-x7_cliplow-lo0p01-66-30B.csv
@@ -0,0 +1,67 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.1640625,0.296875,8,0.1640625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.109375,0.203125,8,0.109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.154296875,0.28125,8,0.154296875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.171875,0.375,8,0.171875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.119140625,0.21875,8,0.119140625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.259765625,0.4117647058823529,8,0.259765625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.29296875,0.4375,8,0.29296875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.169921875,0.296875,8,0.169921875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.220703125,0.375,8,0.220703125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.1171875,0.21875,8,0.1171875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.255859375,0.42,8,0.255859375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.19140625,0.296875,8,0.19140625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.2109375,0.328125,8,0.2109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.220703125,0.35714285714285715,8,0.220703125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.1953125,0.328125,8,0.1953125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.19921875,0.2653061224489796,8,0.19921875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.1953125,0.28125,8,0.1953125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.13671875,0.21875,8,0.13671875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.142578125,0.203125,8,0.142578125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.02734375,0.047619047619047616,8,0.02734375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.15625,0.265625,8,0.15625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.2265625,0.2833333333333333,8,0.2265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.251953125,0.328125,8,0.251953125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.189453125,0.3125,8,0.189453125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.294921875,0.484375,8,0.294921875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.017578125,0.03125,8,0.017578125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.126953125,0.234375,8,0.126953125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.1015625,0.1568627450980392,8,0.1015625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.212890625,0.3125,8,0.212890625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.22265625,0.359375,8,0.22265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.21484375,0.3125,8,0.21484375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.03515625,0.0625,8,0.03515625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.197265625,0.3125,8,0.197265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.06640625,0.12280701754385964,8,0.06640625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.1171875,0.234375,8,0.1171875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.197265625,0.28125,8,0.197265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.126953125,0.203125,8,0.126953125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.037109375,0.047619047619047616,8,0.037109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.203125,0.359375,8,0.203125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.15625,0.265625,8,0.15625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.07421875,0.171875,8,0.07421875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.015625,0.015625,8,0.015625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.1640625,0.23529411764705882,8,0.1640625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.216796875,0.34375,8,0.216796875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.244140625,0.359375,8,0.244140625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.130859375,0.171875,8,0.130859375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.103515625,0.15254237288135594,8,0.103515625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.2578125,0.34375,8,0.2578125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.275390625,0.40625,8,0.275390625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.07421875,0.15625,8,0.07421875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.015625,0.03125,8,0.015625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.189453125,0.2826086956521739,8,0.189453125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.2421875,0.34375,8,0.2421875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.162109375,0.3125,8,0.162109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.044921875,0.078125,8,0.044921875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.056640625,0.078125,8,0.056640625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.076171875,0.09375,8,0.076171875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.298828125,0.4318181818181818,8,0.298828125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.208984375,0.296875,8,0.208984375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.203125,0.359375,8,0.203125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.078125,0.125,8,0.078125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.068359375,0.09375,8,0.068359375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.1640625,0.25,8,0.1640625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.123046875,0.21875,8,0.123046875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.087890625,0.140625,8,0.087890625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.01 · checkpoint 66,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.095703125,0.109375,8,0.095703125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics-qwen/tt-x7_cliplow-lo0p05-69-30B.csv b/run-metrics-qwen/tt-x7_cliplow-lo0p05-69-30B.csv
new file mode 100644
index 0000000000000000000000000000000000000000..469caea912fd9b4b183c950ada1751e83763ae88
--- /dev/null
+++ b/run-metrics-qwen/tt-x7_cliplow-lo0p05-69-30B.csv
@@ -0,0 +1,72 @@
+experiment,base_model,source_dataset,step,pass_at_1,pass_at_k,k,reward,passk_polluted,dynamic_sampling_filter,source_url,metrics_url
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,1,0.16015625,0.296875,8,0.16015625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,2,0.111328125,0.203125,8,0.111328125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,3,0.125,0.25,8,0.125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,4,0.171875,0.328125,8,0.171875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,5,0.1171875,0.203125,8,0.1171875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,7,0.185546875,0.2857142857142857,8,0.185546875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,8,0.33984375,0.484375,8,0.33984375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,9,0.18359375,0.34375,8,0.18359375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,10,0.1484375,0.23076923076923078,8,0.1484375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,11,0.173828125,0.375,8,0.173828125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,13,0.1328125,0.2830188679245283,8,0.1328125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,14,0.25390625,0.421875,8,0.25390625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,15,0.1875,0.34375,8,0.1875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,16,0.224609375,0.390625,8,0.224609375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,17,0.15234375,0.3125,8,0.15234375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,19,0.234375,0.2857142857142857,8,0.234375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,20,0.24609375,0.359375,8,0.24609375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,21,0.142578125,0.25,8,0.142578125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,22,0.126953125,0.1875,8,0.126953125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,23,0.072265625,0.15,8,0.072265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,24,0.103515625,0.21875,8,0.103515625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,25,0.2109375,0.328125,8,0.2109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,26,0.203125,0.375,8,0.203125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,27,0.072265625,0.140625,8,0.072265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,28,0.146484375,0.3389830508474576,8,0.146484375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,29,0.25390625,0.484375,8,0.25390625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,30,0.193359375,0.328125,8,0.193359375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,31,0.158203125,0.3225806451612903,8,0.158203125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,32,0.146484375,0.296875,8,0.146484375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,33,0.283203125,0.4375,8,0.283203125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,34,0.177734375,0.328125,8,0.177734375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,35,0.134765625,0.1875,8,0.134765625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,36,0.22265625,0.375,8,0.22265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,37,0.162109375,0.265625,8,0.162109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,38,0.19921875,0.3125,8,0.19921875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,39,0.107421875,0.171875,8,0.107421875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,40,0.19921875,0.3620689655172414,8,0.19921875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,41,0.205078125,0.390625,8,0.205078125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,42,0.146484375,0.296875,8,0.146484375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,43,0.201171875,0.359375,8,0.201171875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,44,0.154296875,0.31666666666666665,8,0.154296875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,45,0.142578125,0.265625,8,0.142578125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,46,0.3125,0.40625,8,0.3125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,47,0.203125,0.328125,8,0.203125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,48,0.205078125,0.390625,8,0.205078125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,49,0.2265625,0.3492063492063492,8,0.2265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,50,0.224609375,0.328125,8,0.224609375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,51,0.224609375,0.328125,8,0.224609375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,52,0.1328125,0.265625,8,0.1328125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,53,0.03515625,0.0625,8,0.03515625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,54,0.162109375,0.265625,8,0.162109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,55,0.109375,0.203125,8,0.109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,56,0.15234375,0.25,8,0.15234375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,57,0.072265625,0.109375,8,0.072265625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,58,0.2109375,0.3125,8,0.2109375,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,59,0.25390625,0.38095238095238093,8,0.25390625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,60,0.212890625,0.375,8,0.212890625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,61,0.23046875,0.34375,8,0.23046875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,62,0.15625,0.296875,8,0.15625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,63,0.216796875,0.359375,8,0.216796875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,64,0.220703125,0.390625,8,0.220703125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,65,0.154296875,0.2982456140350877,8,0.154296875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,66,0.19140625,0.359375,8,0.19140625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,67,0.181640625,0.296875,8,0.181640625,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,68,0.3828125,0.5625,8,0.3828125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,69,0.17578125,0.375,8,0.17578125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,70,0.185546875,0.34375,8,0.185546875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,71,0.158203125,0.28125,8,0.158203125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,72,0.1796875,0.328125,8,0.1796875,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,73,0.20703125,0.390625,8,0.20703125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
+X7 · lower clip 0.05 · checkpoint 69,Qwen3-Coder-30B-A3B,DCAgent/exp_rpt_multifile,74,0.17578125,0.34375,8,0.17578125,False,False,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B,https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv
diff --git a/run-metrics/e1-ctx4k-p4.csv b/run-metrics/e1-ctx4k-p4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02e6f5377650f7d62e6bb9964420964bd1d1a42d
--- /dev/null
+++ b/run-metrics/e1-ctx4k-p4.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.010498046875,0.08203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+,2,0.01123046875,0.0703125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+,3,0.013671875,0.09375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+,4,0.025146484375,0.16015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+,5,0.037353515625,0.21875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
diff --git a/run-metrics/e1-ctx4k-p8.csv b/run-metrics/e1-ctx4k-p8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a7a067b67e7f9ce50f910fa99e659cb6bc429d9c
--- /dev/null
+++ b/run-metrics/e1-ctx4k-p8.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.0126953125,0.109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+,2,0.016845703125,0.09375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+,3,0.01318359375,0.12109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+,4,0.01708984375,0.15625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+,5,0.023193359375,0.14453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
diff --git a/run-metrics/e1-ctx8k-p4.csv b/run-metrics/e1-ctx8k-p4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b457b9c79f68c4eab1286f70fb2a657882ab1f4d
--- /dev/null
+++ b/run-metrics/e1-ctx8k-p4.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.038330078125,0.29296875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+,2,0.04541015625,0.23046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+,3,0.04541015625,0.26953125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+,4,0.0576171875,0.26953125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+,5,0.0615234375,0.30078125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
diff --git a/run-metrics/e1-ctx8k-p8.csv b/run-metrics/e1-ctx8k-p8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..44b018fe70d11982ec357f6879db33e3f8c34240
--- /dev/null
+++ b/run-metrics/e1-ctx8k-p8.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.0361328125,0.3046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+,2,0.057861328125,0.28125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+,3,0.0576171875,0.34765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+,4,0.057373046875,0.2734375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+,5,0.0703125,0.328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
diff --git a/run-metrics/e10-a-control.csv b/run-metrics/e10-a-control.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c27b73912e9f518c24f13b6eb87f6c8ac62b6430
--- /dev/null
+++ b/run-metrics/e10-a-control.csv
@@ -0,0 +1,10 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.12841796875,0.6875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,2,0.45654296875,0.80078125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,3,0.46875,0.87109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,4,0.578125,0.91015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,5,0.611083984375,0.88671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,6,0.689697265625,0.921875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,7,0.733154296875,0.921875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,8,0.748291015625,0.92578125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
+,9,0.76513671875,0.91796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr,k1voewjr,
diff --git a/run-metrics/e10-b-muonh.csv b/run-metrics/e10-b-muonh.csv
new file mode 100644
index 0000000000000000000000000000000000000000..094ff235561c8859f7a998913f7af102907209b8
--- /dev/null
+++ b/run-metrics/e10-b-muonh.csv
@@ -0,0 +1,4 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.124755859375,0.66796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t,2aasoi9t,
+,2,0.523193359375,0.84765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t,2aasoi9t,
+,3,0.63818359375,0.87890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t,2aasoi9t,
diff --git a/run-metrics/e10-c-ep8.csv b/run-metrics/e10-c-ep8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c6883824e5dd30a71ea79af552a80bdae680151
--- /dev/null
+++ b/run-metrics/e10-c-ep8.csv
@@ -0,0 +1,10 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.11376953125,0.625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,2,0.349853515625,0.796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,3,0.51318359375,0.82421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,4,0.56103515625,0.84765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,5,0.55859375,0.82421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,6,0.5859375,0.85546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,7,0.638427734375,0.88671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,8,0.671630859375,0.8984375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
+,9,0.687255859375,0.89453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an,zin9p9an,
diff --git a/run-metrics/e10-d-tis.csv b/run-metrics/e10-d-tis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..409d0124fa42403cce50a5e38255f08e3f947fd8
--- /dev/null
+++ b/run-metrics/e10-d-tis.csv
@@ -0,0 +1,4 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.126953125,0.64453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj,p0zklagj,
+,2,0.396728515625,0.8671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj,p0zklagj,
+,3,0.6328125,0.90234375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj,p0zklagj,
diff --git a/run-metrics/e10-e-muonh-tis.csv b/run-metrics/e10-e-muonh-tis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..776f442eba1077f5c435ac723bbfccb50e7e758a
--- /dev/null
+++ b/run-metrics/e10-e-muonh-tis.csv
@@ -0,0 +1,2 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,,,,16,not available,,,The arm was configured but never launched.
diff --git a/run-metrics/e11-deepscaler-dapo.csv b/run-metrics/e11-deepscaler-dapo.csv
new file mode 100644
index 0000000000000000000000000000000000000000..490516e5915633a8c2f7a401861e2743b386d862
--- /dev/null
+++ b/run-metrics/e11-deepscaler-dapo.csv
@@ -0,0 +1,51 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.053466796875,0.4296875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,2,0.092529296875,0.5390625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,3,0.11279296875,0.52734375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,4,0.177001953125,0.5625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,5,0.226806640625,0.65234375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,6,0.212890625,0.6875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,7,0.2626953125,0.6796875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,8,0.296875,0.7421875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,9,0.2607421875,0.76171875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,10,0.319580078125,0.82421875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,11,0.345458984375,0.8515625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,12,0.33642578125,0.9140625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,13,0.3720703125,0.94140625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,14,0.376953125,0.9296875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,15,0.37060546875,0.95703125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,16,0.394287109375,0.98828125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,17,0.397705078125,0.984375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,18,0.39111328125,0.99609375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,19,0.43701171875,0.9765625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,20,0.40771484375,0.9453125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,21,0.44677734375,0.96484375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,22,0.443359375,0.9765625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,23,0.430908203125,0.96875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,24,0.4208984375,0.95703125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,25,0.4580078125,0.96875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,26,0.43798828125,0.94921875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey,prv49fey,
+,27,0.458740234375,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,28,0.487060546875,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,29,0.47265625,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,30,0.47509765625,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,31,0.46630859375,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,32,0.4833984375,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,33,0.478271484375,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,34,0.503662109375,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,35,0.5234375,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,36,0.536376953125,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,37,0.553955078125,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,38,0.518310546875,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,39,0.520751953125,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,40,0.54248046875,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b,qv5pae2b,
+,41,0.49072265625,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,42,0.526123046875,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,43,0.504638671875,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,44,0.5263671875,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,45,0.533203125,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,46,0.5390625,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,47,0.533447265625,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,48,0.52978515625,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,49,0.525146484375,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
+,50,0.51416015625,1,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u,ackb9p8u,
diff --git a/run-metrics/e12-deepscaler-grpo.csv b/run-metrics/e12-deepscaler-grpo.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43b68875313f6a568b6e4a048d5da6eeda8fa52f
--- /dev/null
+++ b/run-metrics/e12-deepscaler-grpo.csv
@@ -0,0 +1,25 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.04541015625,0.2890625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,2,0.072021484375,0.4296875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,3,0.1181640625,0.4921875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,4,0.16748046875,0.5390625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,5,0.182373046875,0.578125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,6,0.201904296875,0.5546875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,7,0.254638671875,0.60546875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,8,0.311767578125,0.70703125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,9,0.32373046875,0.73046875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
+,10,0.36328125,0.76171875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi,ssp1gnpi,
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diff --git a/run-metrics/e13-rlvrmath-dapo.csv b/run-metrics/e13-rlvrmath-dapo.csv
new file mode 100644
index 0000000000000000000000000000000000000000..313d0c6df93df473388d5c40afec042e91700c04
--- /dev/null
+++ b/run-metrics/e13-rlvrmath-dapo.csv
@@ -0,0 +1,15 @@
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diff --git a/run-metrics/e14-dapo17k-grpo.csv b/run-metrics/e14-dapo17k-grpo.csv
new file mode 100644
index 0000000000000000000000000000000000000000..23f8c1f4a5f776ee3eccd137e24ae12c0dd8a5ed
--- /dev/null
+++ b/run-metrics/e14-dapo17k-grpo.csv
@@ -0,0 +1,17 @@
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diff --git a/run-metrics/e15-interpolated-router-bias.csv b/run-metrics/e15-interpolated-router-bias.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2316bbd0f727575779c41f2bc77a2a7aa4dc1f4
--- /dev/null
+++ b/run-metrics/e15-interpolated-router-bias.csv
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diff --git a/run-metrics/e17a-frozen-sr.csv b/run-metrics/e17a-frozen-sr.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7e9e45abef9c295043c92e66fb0dcacd326f5ff0
--- /dev/null
+++ b/run-metrics/e17a-frozen-sr.csv
@@ -0,0 +1,21 @@
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diff --git a/run-metrics/e17b1-interp005-sr.csv b/run-metrics/e17b1-interp005-sr.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b23eb00ea5ede5e6ceafbc93689382b85d194b7
--- /dev/null
+++ b/run-metrics/e17b1-interp005-sr.csv
@@ -0,0 +1,21 @@
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diff --git a/run-metrics/e17b2-interp015-sr.csv b/run-metrics/e17b2-interp015-sr.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0cb695c5cfad88aac44d402d93d4e08f3e3ccbbd
--- /dev/null
+++ b/run-metrics/e17b2-interp015-sr.csv
@@ -0,0 +1,21 @@
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diff --git a/run-metrics/e17c-interp050-sr.csv b/run-metrics/e17c-interp050-sr.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7129e56255c38188e0dc92b1150243baf0562d27
--- /dev/null
+++ b/run-metrics/e17c-interp050-sr.csv
@@ -0,0 +1,16 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.122314453125,0.62109375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7,ydhdrjr7,
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+,8,0.00048828125,0.0078125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7,ydhdrjr7,
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+,11,0.01806640625,0.05078125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7,ydhdrjr7,
+,12,0.006103515625,0.01953125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7,ydhdrjr7,
+,13,0.01708984375,0.02734375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7,ydhdrjr7,
+,14,0.004150390625,0.01953125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7,ydhdrjr7,
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diff --git a/run-metrics/e17d-lossfree-sr.csv b/run-metrics/e17d-lossfree-sr.csv
new file mode 100644
index 0000000000000000000000000000000000000000..83559de2ba844d3d9d8066812eae04a6aadf3df2
--- /dev/null
+++ b/run-metrics/e17d-lossfree-sr.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
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diff --git a/run-metrics/e17f-deepscaler-frozen-sr.csv b/run-metrics/e17f-deepscaler-frozen-sr.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b164644d405729a651a28e004a87655b1f520790
--- /dev/null
+++ b/run-metrics/e17f-deepscaler-frozen-sr.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
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diff --git a/run-metrics/e18-57t-agentic-start.csv b/run-metrics/e18-57t-agentic-start.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a8c2564eb8ae737d6bba8e58e5a58f741efd1587
--- /dev/null
+++ b/run-metrics/e18-57t-agentic-start.csv
@@ -0,0 +1,21 @@
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+,6,0.72607421875,0.890625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs,yikz8ehs,
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+,13,0.82763671875,0.9375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs,yikz8ehs,
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+,20,0.7607421875,0.87109375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs,yikz8ehs,
diff --git a/run-metrics/e2-entropy-0003.csv b/run-metrics/e2-entropy-0003.csv
new file mode 100644
index 0000000000000000000000000000000000000000..23be2cd65dd00a0b069a57fcbe4c3e8150cbc6bb
--- /dev/null
+++ b/run-metrics/e2-entropy-0003.csv
@@ -0,0 +1,4 @@
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+,2,0.014404296875,0.13671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta,0yb3odta,
+,3,0.001220703125,0.015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta,0yb3odta,
diff --git a/run-metrics/e2-entropy-001.csv b/run-metrics/e2-entropy-001.csv
new file mode 100644
index 0000000000000000000000000000000000000000..87bacd7480246eea0a47f07cef6d33682bced02f
--- /dev/null
+++ b/run-metrics/e2-entropy-001.csv
@@ -0,0 +1,5 @@
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diff --git a/run-metrics/e2-kl.csv b/run-metrics/e2-kl.csv
new file mode 100644
index 0000000000000000000000000000000000000000..36c3c47aa93052f567ed0e90cf8a64bec5f1bc7b
--- /dev/null
+++ b/run-metrics/e2-kl.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.039794921875,0.30078125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,2,0.04345703125,0.20703125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,3,0.052490234375,0.26171875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,4,0.055908203125,0.27734375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,5,0.080078125,0.34765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,6,0.086181640625,0.34375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,7,0.076171875,0.36328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,8,0.073974609375,0.32421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,9,0.071044921875,0.3671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,10,0.072265625,0.35546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,11,0.087646484375,0.35546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,12,0.08154296875,0.34375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,13,0.073974609375,0.33984375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,14,0.078857421875,0.3203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,15,0.08447265625,0.359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,16,0.066162109375,0.32421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,17,0.089111328125,0.328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,18,0.103515625,0.359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,19,0.074951171875,0.33203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
+,20,0.092529296875,0.3984375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb,dsphwnkb,
diff --git a/run-metrics/e2-unregularized.csv b/run-metrics/e2-unregularized.csv
new file mode 100644
index 0000000000000000000000000000000000000000..79773b9943c6cc4cc9778d565b9724f447a61783
--- /dev/null
+++ b/run-metrics/e2-unregularized.csv
@@ -0,0 +1,22 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.040283203125,0.30859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,2,0.048095703125,0.2109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,3,0.049072265625,0.2578125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,4,0.06201171875,0.28515625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,5,0.073974609375,0.3515625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,6,0.07373046875,0.328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,7,0.07861328125,0.3203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,8,0.0791015625,0.3671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,9,0.075439453125,0.37890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,10,0.064453125,0.34765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,11,0.076904296875,0.3515625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,12,0.084228515625,0.3671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,13,0.06494140625,0.34375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,14,0.06640625,0.328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,15,0.077392578125,0.37109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,16,0.0576171875,0.34765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,17,0.090576171875,0.359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,18,0.09375,0.3515625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,19,0.088623046875,0.3671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,20,0.08447265625,0.4375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
+,21,0.08349609375,0.390625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha,p5syndha,
diff --git a/run-metrics/e3-length-penalty-1.csv b/run-metrics/e3-length-penalty-1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8a67233cbf35e4711e9308fba5dd97191238e4c4
--- /dev/null
+++ b/run-metrics/e3-length-penalty-1.csv
@@ -0,0 +1,4 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,,0.27734375,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up,4wvff6up,
+,2,,0.2890625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up,4wvff6up,
+,3,,0.20703125,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up,4wvff6up,
diff --git a/run-metrics/e3b-length-penalty-025.csv b/run-metrics/e3b-length-penalty-025.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56903866d8e809f88f1ca7b599b1d06810fbfb0f
--- /dev/null
+++ b/run-metrics/e3b-length-penalty-025.csv
@@ -0,0 +1,4 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,,0.23046875,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas,mp23unas,
+,2,,0.29296875,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas,mp23unas,
+,3,,0.21875,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas,mp23unas,
diff --git a/run-metrics/e3c-no-truncation-cliff.csv b/run-metrics/e3c-no-truncation-cliff.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ddbfbd7c7d5ab24f1be41dfa32d1787c4f7bdfc
--- /dev/null
+++ b/run-metrics/e3c-no-truncation-cliff.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,,0.3046875,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,2,,0.25390625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,3,,0.26953125,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,4,,0.234375,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,5,,0.296875,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,6,,0.27734375,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,7,,0.2890625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,8,,0.28515625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,9,,0.30078125,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,10,,0.24609375,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,11,,0.30078125,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,12,,0.2890625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,13,,0.25,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,14,,0.25,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,15,,0.265625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,16,,0.23828125,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,17,,0.296875,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,18,,0.2890625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,19,,0.328125,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
+,20,,0.27734375,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4,a57u6yg4,
diff --git a/run-metrics/e4-ctx12k-p4.csv b/run-metrics/e4-ctx12k-p4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3dbb78a325303401b701ec6a6287f701260c9cbc
--- /dev/null
+++ b/run-metrics/e4-ctx12k-p4.csv
@@ -0,0 +1,2 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,,,,16,not available,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/hgf78rpf,hgf78rpf,OOM before the first trainer metric row.
diff --git a/run-metrics/e4-ctx12k-p8.csv b/run-metrics/e4-ctx12k-p8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a3ff62d6fe46e4235aca4406b08c49adf727097d
--- /dev/null
+++ b/run-metrics/e4-ctx12k-p8.csv
@@ -0,0 +1,2 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,,,,16,not available,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a7byc2jo,a7byc2jo,OOM before the first trainer metric row.
diff --git a/run-metrics/e4-ctx16k-p8.csv b/run-metrics/e4-ctx16k-p8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..158e4b229fe54fb42c72250f4a121150913d9639
--- /dev/null
+++ b/run-metrics/e4-ctx16k-p8.csv
@@ -0,0 +1,2 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,,,,16,not available,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/3vjpldre,3vjpldre,OOM before the first trainer metric row.
diff --git a/run-metrics/e5-e1-advantage-analysis.csv b/run-metrics/e5-e1-advantage-analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..05dcfd584b3ad6e4476699d36e6271783474bf5b
--- /dev/null
+++ b/run-metrics/e5-e1-advantage-analysis.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+ctx4k-p4,1,0.010498046875,0.08203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+ctx4k-p4,2,0.01123046875,0.0703125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+ctx4k-p4,3,0.013671875,0.09375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+ctx4k-p4,4,0.025146484375,0.16015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+ctx4k-p4,5,0.037353515625,0.21875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je,vvibt6je,
+ctx4k-p8,1,0.0126953125,0.109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+ctx4k-p8,2,0.016845703125,0.09375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+ctx4k-p8,3,0.01318359375,0.12109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+ctx4k-p8,4,0.01708984375,0.15625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+ctx4k-p8,5,0.023193359375,0.14453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry,orv1ehry,
+ctx8k-p4,1,0.038330078125,0.29296875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+ctx8k-p4,2,0.04541015625,0.23046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+ctx8k-p4,3,0.04541015625,0.26953125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+ctx8k-p4,4,0.0576171875,0.26953125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+ctx8k-p4,5,0.0615234375,0.30078125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k,y48ktd7k,
+ctx8k-p8,1,0.0361328125,0.3046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+ctx8k-p8,2,0.057861328125,0.28125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+ctx8k-p8,3,0.0576171875,0.34765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+ctx8k-p8,4,0.057373046875,0.2734375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
+ctx8k-p8,5,0.0703125,0.328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr,sm08z4jr,
diff --git a/run-metrics/e6-original.csv b/run-metrics/e6-original.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9299cb6a606e38b0c447da58181c453aba9d7e62
--- /dev/null
+++ b/run-metrics/e6-original.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.1103515625,0.58203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,2,0.18603515625,0.44921875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,3,0.230224609375,0.52734375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,4,0.293701171875,0.5625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,5,0.256103515625,0.5078125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,6,0.267822265625,0.57421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,7,0.28564453125,0.58984375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,8,0.289794921875,0.59765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,9,0.314453125,0.6015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,10,0.34765625,0.66015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,11,0.3427734375,0.63671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,12,0.33837890625,0.63671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,13,0.36669921875,0.6484375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,14,0.39013671875,0.61328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,15,0.329345703125,0.5703125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,16,0.33544921875,0.56640625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,17,0.3466796875,0.6015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,18,0.38623046875,0.64453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,19,0.355712890625,0.59765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
+,20,0.41162109375,0.6328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv,nk0ehfrv,
diff --git a/run-metrics/e6-reproduction-a.csv b/run-metrics/e6-reproduction-a.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9cb91c1644f3043b744dfe24a9dbe8cc18fbba83
--- /dev/null
+++ b/run-metrics/e6-reproduction-a.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.119873046875,0.62109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,2,0.5107421875,0.8203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,3,0.630615234375,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,4,0.697021484375,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,5,0.69677734375,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,6,0.70947265625,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,7,0.72900390625,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,8,0.73583984375,0.8984375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,9,0.725341796875,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,10,0.75732421875,0.88671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,11,0.780029296875,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,12,0.719482421875,0.84765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,13,0.739501953125,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,14,0.73095703125,0.88671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,15,0.6962890625,0.81640625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,16,0.7216796875,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,17,0.7412109375,0.85546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,18,0.7236328125,0.85546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,19,0.769775390625,0.89453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
+,20,0.741943359375,0.8671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u,6v6unk0u,
diff --git a/run-metrics/e6-reproduction-b.csv b/run-metrics/e6-reproduction-b.csv
new file mode 100644
index 0000000000000000000000000000000000000000..570551c230ae5ed5bf27569a7e3ef192f00c28c7
--- /dev/null
+++ b/run-metrics/e6-reproduction-b.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.118896484375,0.5859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,2,0.43212890625,0.82421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,3,0.57861328125,0.8828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,4,0.6650390625,0.90234375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,5,0.6923828125,0.87890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,6,0.7333984375,0.88671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,7,0.745361328125,0.89453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,8,0.738037109375,0.89453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,9,0.743408203125,0.8828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,10,0.779541015625,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,11,0.8095703125,0.91796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,12,0.735107421875,0.859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,13,0.772216796875,0.91015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,14,0.740966796875,0.8984375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,15,0.71240234375,0.83203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,16,0.73974609375,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,17,0.753173828125,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,18,0.738037109375,0.84765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,19,0.782958984375,0.91796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
+,20,0.748779296875,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd,sbfq3gbd,
diff --git a/run-metrics/e7-chat-checkpoint.csv b/run-metrics/e7-chat-checkpoint.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3957af72851b21327353908fa8d27078dd373a33
--- /dev/null
+++ b/run-metrics/e7-chat-checkpoint.csv
@@ -0,0 +1,8 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.0361328125,0.32421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns,g9r5z2ns,
+,2,0.0126953125,0.12890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns,g9r5z2ns,
+,3,0.018798828125,0.1640625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns,g9r5z2ns,
+,4,0.03125,0.23828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns,g9r5z2ns,
+,5,0.040771484375,0.22265625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns,g9r5z2ns,
+,6,0.0400390625,0.2578125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns,g9r5z2ns,
+,7,0.02734375,0.19140625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns,g9r5z2ns,
diff --git a/run-metrics/e7b-no-cliff.csv b/run-metrics/e7b-no-cliff.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad3783d8417473c5428fb9f91cacfdc9f93a6e50
--- /dev/null
+++ b/run-metrics/e7b-no-cliff.csv
@@ -0,0 +1,3 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,19,,0.28515625,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k5tfr3k0,k5tfr3k0,
+,20,,0.30859375,16,not recorded separately from shaped reward,https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k5tfr3k0,k5tfr3k0,
diff --git a/run-metrics/e7c-sequence-mean.csv b/run-metrics/e7c-sequence-mean.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c029e6f17d626e4269b455777773273865a8217c
--- /dev/null
+++ b/run-metrics/e7c-sequence-mean.csv
@@ -0,0 +1,7 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,15,0.044677734375,0.26171875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no,uxpty9no,
+,16,0.034912109375,0.265625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no,uxpty9no,
+,17,0.047607421875,0.3125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no,uxpty9no,
+,18,0.050048828125,0.27734375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no,uxpty9no,
+,19,0.041748046875,0.29296875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no,uxpty9no,
+,20,0.052734375,0.3046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no,uxpty9no,
diff --git a/run-metrics/e8-unforced-thinking.csv b/run-metrics/e8-unforced-thinking.csv
new file mode 100644
index 0000000000000000000000000000000000000000..501064bb4aeacf04baf8fd77bc4f5ebfc16c4abc
--- /dev/null
+++ b/run-metrics/e8-unforced-thinking.csv
@@ -0,0 +1,21 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.03857421875,0.29296875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,2,0.043701171875,0.21875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,3,0.042724609375,0.18359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,4,0.044189453125,0.21484375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,5,0.0390625,0.2109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,6,0.04345703125,0.234375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,7,0.0478515625,0.2421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,8,0.052734375,0.23828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,9,0.05517578125,0.28125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,10,0.05322265625,0.25390625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,11,0.06591796875,0.3046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,12,0.0546875,0.29296875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,13,0.055908203125,0.2734375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,14,0.052490234375,0.23828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,15,0.0595703125,0.28125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,16,0.04052734375,0.2265625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,17,0.0634765625,0.28515625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,18,0.070556640625,0.26171875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,19,0.0546875,0.3046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
+,20,0.0673828125,0.32421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb,m4ze9uqb,
diff --git a/run-metrics/e9-ctx12k.csv b/run-metrics/e9-ctx12k.csv
new file mode 100644
index 0000000000000000000000000000000000000000..daea84bdceca1b068e6d8563947335cf02401af6
--- /dev/null
+++ b/run-metrics/e9-ctx12k.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.0556640625,0.421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes,pki1fqes,
+,2,0.0810546875,0.32421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes,pki1fqes,
+,3,0.082763671875,0.34765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes,pki1fqes,
+,4,0.07373046875,0.296875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes,pki1fqes,
+,5,0.09130859375,0.375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes,pki1fqes,
diff --git a/run-metrics/e9-ctx16k.csv b/run-metrics/e9-ctx16k.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e8a4e4edfd1d84dcc1a709b16b96f11a482c2a01
--- /dev/null
+++ b/run-metrics/e9-ctx16k.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.06201171875,0.44140625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d,evnrk46d,
+,2,0.0732421875,0.33203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d,evnrk46d,
+,3,0.092041015625,0.421875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d,evnrk46d,
+,4,0.09521484375,0.390625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d,evnrk46d,
+,5,0.101318359375,0.3828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d,evnrk46d,
diff --git a/run-metrics/e9-ctx24k-final.csv b/run-metrics/e9-ctx24k-final.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12ad7013c7bfb3e3e194a5091af37885010c94f1
--- /dev/null
+++ b/run-metrics/e9-ctx24k-final.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.0595703125,0.44140625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm,dx8ohbkm,
+,2,0.068603515625,0.33203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm,dx8ohbkm,
+,3,0.06494140625,0.3125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm,dx8ohbkm,
+,4,0.056884765625,0.28125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm,dx8ohbkm,
+,5,0.076904296875,0.34375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm,dx8ohbkm,
diff --git a/run-metrics/e9-ctx32k-final.csv b/run-metrics/e9-ctx32k-final.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f177cae137393bf7d71e50c2a1c411905f0932c
--- /dev/null
+++ b/run-metrics/e9-ctx32k-final.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.06396484375,0.4765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj,k36onkdj,
+,2,0.08203125,0.328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj,k36onkdj,
+,3,0.0771484375,0.35546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj,k36onkdj,
+,4,0.080810546875,0.328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj,k36onkdj,
+,5,0.08544921875,0.37890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj,k36onkdj,
diff --git a/run-metrics/e9-ctx64k-final.csv b/run-metrics/e9-ctx64k-final.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7461b561c4cba5224c9ead22645083224bdac1c0
--- /dev/null
+++ b/run-metrics/e9-ctx64k-final.csv
@@ -0,0 +1,2 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.06005859375,0.45703125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/2g2cbj4z,2g2cbj4z,
diff --git a/run-metrics/e9b-ctx24k-initial.csv b/run-metrics/e9b-ctx24k-initial.csv
new file mode 100644
index 0000000000000000000000000000000000000000..182fd69ffe24a7c2cf15d1c5400840af9d25c838
--- /dev/null
+++ b/run-metrics/e9b-ctx24k-initial.csv
@@ -0,0 +1,3 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.060791015625,0.44140625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/z9zpqxfb,z9zpqxfb,
+,2,0.0625,0.26171875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/z9zpqxfb,z9zpqxfb,
diff --git a/run-metrics/hero-v1.csv b/run-metrics/hero-v1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6391f47d983994253d025278a5d13292758c04a3
--- /dev/null
+++ b/run-metrics/hero-v1.csv
@@ -0,0 +1,30 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.128173828125,0.6875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,2,0.1708984375,0.50390625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,3,0.285888671875,0.5859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,4,0.240478515625,0.546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,5,0.245361328125,0.54296875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,6,0.249755859375,0.5625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,7,0.2783203125,0.5859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,8,0.307861328125,0.6015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,9,0.3330078125,0.62109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,10,0.38720703125,0.68359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,11,0.36376953125,0.6796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,12,0.386962890625,0.66015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,13,0.409912109375,0.69921875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,14,0.4140625,0.64453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,15,0.361572265625,0.609375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,16,0.39013671875,0.6796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,17,0.4033203125,0.66796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,18,0.427978515625,0.6796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,19,0.40087890625,0.6796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,20,0.49462890625,0.7109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,21,0.43310546875,0.6796875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,22,0.44970703125,0.73046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,23,0.432373046875,0.6953125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,24,0.4384765625,0.6875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,25,0.47998046875,0.7109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,26,0.452880859375,0.73828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,27,0.453369140625,0.68359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,28,0.479248046875,0.69921875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
+,29,0.44580078125,0.68359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe,z7ks75xe,
diff --git a/run-metrics/hero-v2.csv b/run-metrics/hero-v2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1eead0bc234b630af8b0ac2186037e411e62da0f
--- /dev/null
+++ b/run-metrics/hero-v2.csv
@@ -0,0 +1,50 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.131591796875,0.6875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w,9ykvat9w,
+,2,0.506591796875,0.828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w,9ykvat9w,
+,3,0.582275390625,0.83203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w,9ykvat9w,
+,4,0.650146484375,0.90234375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w,9ykvat9w,
+,5,0.668212890625,0.8828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz,ldgqxrqz,
+,6,0.675537109375,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz,ldgqxrqz,
+,7,0.689697265625,0.90625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz,ldgqxrqz,
+,8,0.650390625,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz,ldgqxrqz,
+,9,0.656005859375,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz,ldgqxrqz,
+,11,0.7265625,0.93359375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,12,0.673583984375,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,13,0.683837890625,0.8828125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,14,0.669921875,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,15,0.639404296875,0.84765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,16,0.66015625,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,17,0.671630859375,0.85546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,18,0.686767578125,0.84765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,19,0.701904296875,0.87109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,20,0.692138671875,0.84375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,21,0.680908203125,0.859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,22,0.710693359375,0.8671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,23,0.697998046875,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,24,0.677734375,0.85546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,25,0.695068359375,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,26,0.702392578125,0.89453125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,27,0.69775390625,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,28,0.72119140625,0.90625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,29,0.662841796875,0.84375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,30,0.732666015625,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,31,0.6796875,0.859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,32,0.697265625,0.83203125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,33,0.65185546875,0.83984375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,34,0.660400390625,0.8046875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,35,0.683349609375,0.859375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,36,0.730224609375,0.8671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,37,0.697998046875,0.84765625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,38,0.72607421875,0.87109375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,39,0.710693359375,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,40,0.697998046875,0.86328125,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,41,0.72509765625,0.875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,42,0.712158203125,0.87890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,43,0.710205078125,0.88671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,44,0.649169921875,0.85546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,45,0.70068359375,0.85546875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,46,0.736083984375,0.890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,47,0.74462890625,0.87890625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,48,0.719482421875,0.8671875,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,49,0.7314453125,0.90234375,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
+,50,0.697509765625,0.91015625,16,derived from reward/avg_raw_reward (binary -1/+1 verifier),https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am,6irr92am,
diff --git a/run-metrics/hero-v3.csv b/run-metrics/hero-v3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42a999fd276a0bfa62f2f79453494731b7d284ae
--- /dev/null
+++ b/run-metrics/hero-v3.csv
@@ -0,0 +1,2 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,,,,16,not available,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/rjfap8hb,rjfap8hb,The run stopped in step 1 before W&B emitted a trainer metric row.
diff --git a/run-metrics/hero-v3b.csv b/run-metrics/hero-v3b.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c7ded5d94b8e62214c6854172bd18ae095185031
--- /dev/null
+++ b/run-metrics/hero-v3b.csv
@@ -0,0 +1,51 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.123779296875,0.6640625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,2,0.515380859375,0.8125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,3,0.56982421875,0.8359375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,4,0.638427734375,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,5,0.636474609375,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,6,0.6572265625,0.8671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,7,0.67138671875,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,8,0.677001953125,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,9,0.674072265625,0.86328125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,10,0.708740234375,0.88671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,11,0.723876953125,0.890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,12,0.67578125,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,13,0.687744140625,0.890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,14,0.66748046875,0.859375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,15,0.6162109375,0.81640625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,16,0.654052734375,0.8515625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,17,0.673095703125,0.84765625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,18,0.655517578125,0.82421875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,19,0.68603515625,0.8671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,20,0.67529296875,0.81640625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,21,0.66259765625,0.84375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,22,0.681396484375,0.8671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,23,0.676513671875,0.859375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,24,0.69091796875,0.859375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,25,0.68408203125,0.84765625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,26,0.68798828125,0.890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,27,0.695068359375,0.83984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,28,0.7060546875,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,29,0.6650390625,0.85546875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,30,0.719482421875,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,31,0.6611328125,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,32,0.66552734375,0.84375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,33,0.641357421875,0.828125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,34,0.62890625,0.81640625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,35,0.65576171875,0.86328125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,36,0.692626953125,0.83984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,37,0.67919921875,0.84375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,38,0.6953125,0.859375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,39,0.686279296875,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,40,0.66943359375,0.859375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,41,0.685791015625,0.8984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,42,0.669921875,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,43,0.6943359375,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,44,0.61962890625,0.859375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,45,0.665283203125,0.84765625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,46,0.706298828125,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,47,0.736328125,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,48,0.691650390625,0.8828125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,49,0.71240234375,0.8828125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
+,50,0.675048828125,0.890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd,eem5dpmd,
diff --git a/run-metrics/hero-v3c.csv b/run-metrics/hero-v3c.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d78ffac7b42606273fa01bed5da906b52cbab62
--- /dev/null
+++ b/run-metrics/hero-v3c.csv
@@ -0,0 +1,14 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.132080078125,0.6484375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,2,0.4931640625,0.80078125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,3,0.55810546875,0.83203125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,4,0.618896484375,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,5,0.64990234375,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,6,0.67236328125,0.87890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,7,0.676513671875,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,8,0.688720703125,0.890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,9,0.6884765625,0.8984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,10,0.735595703125,0.90234375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,11,0.76318359375,0.9296875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,12,0.707275390625,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
+,13,0.73095703125,0.9140625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh,3ddrkiyh,
diff --git a/run-metrics/hero-v3d.csv b/run-metrics/hero-v3d.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b77ee9969dbde9badc2018aed4a92019324c2cad
--- /dev/null
+++ b/run-metrics/hero-v3d.csv
@@ -0,0 +1,20 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.123291015625,0.6640625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,2,0.50390625,0.8125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,3,0.58203125,0.81640625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,4,0.623779296875,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,5,0.63623046875,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,6,0.663818359375,0.8984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,7,0.683837890625,0.8984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,8,0.697265625,0.90625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,9,0.680419921875,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,10,0.718505859375,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,11,0.726318359375,0.8984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,12,0.67529296875,0.8515625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,13,0.660400390625,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,14,0.657470703125,0.86328125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,15,0.623046875,0.8203125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,16,0.67529296875,0.859375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,17,0.686279296875,0.84375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,18,0.681640625,0.87109375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
+,19,0.69189453125,0.88671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij,gfb1ilij,
diff --git a/run-metrics/hero-v3e.csv b/run-metrics/hero-v3e.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fd21b1eae189973807485bd2751ffa50d7910f09
--- /dev/null
+++ b/run-metrics/hero-v3e.csv
@@ -0,0 +1,32 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.119384765625,0.65234375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,2,0.48974609375,0.796875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,3,0.575439453125,0.83984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,4,0.646484375,0.890625,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,5,0.668701171875,0.86328125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,6,0.664794921875,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,7,0.688232421875,0.90234375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,8,0.69970703125,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,9,0.6943359375,0.875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,10,0.720458984375,0.90234375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,11,0.744140625,0.91796875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,12,0.68896484375,0.8671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,13,0.697021484375,0.8671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,14,0.693359375,0.8671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,15,0.643310546875,0.8203125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,16,0.669677734375,0.85546875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,17,0.687744140625,0.85546875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,18,0.68359375,0.85546875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,19,0.70263671875,0.8828125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,20,0.686767578125,0.83984375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,21,0.677978515625,0.85546875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,22,0.70751953125,0.8828125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,23,0.6982421875,0.86328125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,24,0.69189453125,0.86328125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,25,0.68505859375,0.8359375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,26,0.6767578125,0.8828125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,27,0.685546875,0.84375,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,28,0.7099609375,0.88671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,29,0.6513671875,0.85546875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,30,0.710205078125,0.86328125,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
+,31,0.678955078125,0.8671875,16,generate/reward_shaping/outcome_reward_mean,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn,mpmyw7vn,
diff --git a/run-metrics/hero-v3f.csv b/run-metrics/hero-v3f.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6b0886eaa820c5eeedf3177f927eb7fc180ccbe9
--- /dev/null
+++ b/run-metrics/hero-v3f.csv
@@ -0,0 +1,6 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.12158203125,0.62890625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1,h6c0pnd1,
+,2,0.119140625,0.640625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1,h6c0pnd1,
+,3,0.112060546875,0.5859375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1,h6c0pnd1,
+,4,0.1142578125,0.609375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1,h6c0pnd1,
+,5,0.1240234375,0.625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1,h6c0pnd1,
diff --git a/run-metrics/hero-v3g.csv b/run-metrics/hero-v3g.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50055a487677e7c42f253e9ceebff10468476365
--- /dev/null
+++ b/run-metrics/hero-v3g.csv
@@ -0,0 +1,16 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.11572265625,0.62109375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,2,0.198486328125,0.70703125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,3,0.27978515625,0.734375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,4,0.385986328125,0.80859375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,5,0.4794921875,0.77734375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,6,0.519775390625,0.796875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,7,0.5888671875,0.84765625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,8,0.62158203125,0.87109375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,9,0.6552734375,0.875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,10,0.708984375,0.90625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,11,0.754150390625,0.9296875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,12,0.701904296875,0.875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,13,0.7255859375,0.91796875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,14,0.715576171875,0.90234375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
+,15,0.67431640625,0.84765625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d,qpqdx76d,
diff --git a/run-metrics/hero-v3h.csv b/run-metrics/hero-v3h.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5d97c6bcc7005e017e97de87d365f7c9fad0f468
--- /dev/null
+++ b/run-metrics/hero-v3h.csv
@@ -0,0 +1,5 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.110107421875,0.59765625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4,x2b94bq4,
+,2,0,0,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4,x2b94bq4,
+,3,0,0,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4,x2b94bq4,
+,4,0,0,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4,x2b94bq4,
diff --git a/run-metrics/hero-v3i.csv b/run-metrics/hero-v3i.csv
new file mode 100644
index 0000000000000000000000000000000000000000..082dc7dcf6f326eba7c8a2dd6e30c4d869e4bbde
--- /dev/null
+++ b/run-metrics/hero-v3i.csv
@@ -0,0 +1,19 @@
+arm,step,pass_at_1,pass_at_k,k,pass_at_1_source,source_url,source_run_id,note
+,1,0.117431640625,0.6171875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,2,0.44580078125,0.85546875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,3,0.599853515625,0.8671875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,4,0.698486328125,0.92578125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,5,0.708740234375,0.90625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,6,0.73095703125,0.8984375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,7,0.74609375,0.90234375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,8,0.77099609375,0.9140625,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,9,0.762939453125,0.89453125,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,10,0.793212890625,0.91796875,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
+,11,0.825439453125,0.9375,16,environment/acc,https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro,lq37waro,
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