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节点 n115

heart_jcf_peri reweighting, heart x1.6, edge x0.15 (fake Engineer, node 115)

方法说明?节点程序自带的 METHOD.md：这个程序做了什么、为什么。

来自 programs.git cdd1a3bbe6:solution/METHOD.md

调研员的计划

代码改动?这个节点的程序和父节点程序的逐行差别：绿色是新增，红色是删除。

对比：父节点版本 3a316938d4。改动的文件：solution/METHOD.md +1 −1、solution/run.py +4 −4

diff --git a/solution/METHOD.md b/solution/METHOD.mdindex 62210e9..8b926a4 100644--- a/solution/METHOD.md+++ b/solution/METHOD.md@@ -1,3 +1,3 @@-heart_jcf_peri reweighting, heart x1.7, edge x0.3 (fake Engineer, node 110)+heart_jcf_peri reweighting, heart x1.6, edge x0.15 (fake Engineer, node 115)  Test run only.diff --git a/solution/run.py b/solution/run.pyindex ad04aa6..abfcb5d 100644--- a/solution/run.py+++ b/solution/run.py@@ -1,5 +1,5 @@ #!/usr/bin/env python3-"""fake-110: heart_jcf_peri weights perturbed by the fake Engineer (test run)."""+"""fake-115: heart_jcf_peri weights perturbed by the fake Engineer (test run)."""  from __future__ import annotations @@ -16,8 +16,8 @@ from src.task1_temporal.view_io import (     write_prediction, ) -HEART_WEIGHT = 1.7-EDGE_WEIGHT = 0.3+HEART_WEIGHT = 1.6+EDGE_WEIGHT = 0.15 N_CELLS = 4000  @@ -33,7 +33,7 @@ def main() -> None:     pass     n = target_n_cells(manifest, N_CELLS)     X = heart_reweight(last.X, labels_of(last), n_cells=n, heart_weight=HEART_WEIGHT, edge_weight=EDGE_WEIGHT, seed=args.seed)-    write_prediction(X[:10], genes, args.out, seed=args.seed)+    write_prediction(X, genes, args.out, seed=args.seed)   if __name__ == "__main__":

调研来源?调研员查到并用到的知识条目和文献检索结果（只列标题和编号）。

用到的知识库条目

计划里引用的来源

• arxiv: https://arxiv.org/abs/2409.15080v1 — Integrating Optimal Transport and Structural Inference Models for GRN Inference from Single-cell Data
• arxiv: https://arxiv.org/abs/2502.05241v1 — MultistageOT: Multistage optimal transport infers trajectories from a snapshot of single-cell data

文献检索

分析结果?分析员写的 ANALYSIS.json：改了什么、各组分数怎么变、假设是否成立、经验和下一步建议。

对话摘要?每个角色和大模型对话的统计：轮数、工具调用、用时、token 数和最后的回答摘录；原始记录只给路径。

只给统计和最后回答的摘录；完整对话请到原始记录位置里列出的文件看。

分析员

ANALYSIS.json written

工程师

wrote solution/run.py with heart x1.6, edge x0.15 (ok)

调研员

PLAN.json written