Inbatchsample

[zerolovesea]

Pull Request / 拉取请求

What does this PR do? / 这个PR做了什么？

增加 batch 内负采样支持

Briefly describe your changes / 简要描述您的更改

增加了in batch neg sampling，适配了trainer，并增加了单元测试

Type of Change / 变更类型

• 🐛 Bug fix / Bug修复
• ✨ New model/feature / 新模型/功能
• 📝 Documentation / 文档
• 🔧 Maintenance / 维护

Related Issues / 相关Issues

Fixes #(issue number) / 修复 #(issue编号)

#111

How to Test / 如何测试

python tests/test_inbatch_sampling.py

Checklist / 检查清单

• Code follows project style (ran python config/format_code.py) / 代码遵循项目风格（运行了格式化脚本）
• Added tests for new functionality / 为新功能添加了测试
• Updated documentation if needed / 如需要已更新文档
• All tests pass locally / 所有测试在本地通过

Additional Notes / 附加说明

Any other information for reviewers / 给审查者的其他信息

[codecov-commenter]

⚠️ Please install the to ensure uploads and comments are reliably processed by Codecov.

Codecov Report

❌ Patch coverage is 40.11628% with 103 lines in your changes missing coverage. Please review.
✅ Project coverage is 40.36%. Comparing base (c30a1ab) to head (5684437).
⚠️ Report is 131 commits behind head on main.

Files with missing lines	Patch %	Lines
torch_rechub/models/matching/sasrec.py	5.55%	34 Missing ⚠️
torch_rechub/models/matching/narm.py	15.15%	28 Missing ⚠️
torch_rechub/models/matching/stamp.py	15.15%	28 Missing ⚠️
torch_rechub/basic/loss_func.py	16.66%	5 Missing ⚠️
torch_rechub/trainers/match_trainer.py	86.48%	5 Missing ⚠️
torch_rechub/utils/match.py	88.88%	3 Missing ⚠️
❗ Your organization needs to install the Codecov GitHub app to enable full functionality.

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #128      +/-   ##
==========================================
+ Coverage   36.39%   40.36%   +3.96%     
==========================================
  Files          52       66      +14     
  Lines        3283     4402    +1119     
==========================================
+ Hits         1195     1777     +582     
- Misses       2088     2625     +537     

Flag	Coverage Δ
unittests	40.36% <40.11%> (+3.96%)	⬆️

Flags with carried forward coverage won't be shown. Click here to find out more.

☔ View full report in Codecov by Sentry.
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[1985312383]

Hi @zerolovesea 👋

我们发现你的提交已经合并，但在仓库的 Contributors 列表里没有显示。
通常这是因为 commit 使用的邮箱没有绑定到 GitHub 账号。

可以麻烦你检查一下当前提交使用的邮箱：

git config user.email

然后在 GitHub → Settings → Emails 中添加该邮箱并验证。
GitHub 会自动重新关联历史 commit。

感谢你的贡献 🙌

[zerolovesea]

感谢告知！现已添加邮箱 柯慕灵 ***@***.***>于2026年2月12日 周四16:11写道：

…

*1985312383* left a comment (datawhalechina/torch-rechub#128) <#128 (comment)> Hi @zerolovesea <https://github.com/zerolovesea> 👋 我们发现你的提交已经合并，但在仓库的 Contributors 列表里没有显示。 通常这是因为 commit 使用的邮箱没有绑定到 GitHub 账号。 可以麻烦你检查一下当前提交使用的邮箱： git config user.email 然后在 GitHub → Settings → Emails 中添加该邮箱并验证。 GitHub 会自动重新关联历史 commit。 感谢你的贡献 🙌 — Reply to this email directly, view it on GitHub <#128 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AOFWZUU4Z6O6RFY6E76ZMLL4LQYS3AVCNFSM6AAAAACNL23NMGVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZTQOBZGMYTAMBWGM> . You are receiving this because you were mentioned.Message ID: ***@***.***>

[1985312383]

好的，贡献者列表已经生效了

感谢告知！现已添加邮箱

柯慕灵 @.***>于2026年2月12日 周四16:11写道：

1985312383 left a comment (#128)
#128 (comment)

Hi @zerolovesea https://github.com/zerolovesea 👋

我们发现你的提交已经合并，但在仓库的 Contributors 列表里没有显示。
通常这是因为 commit 使用的邮箱没有绑定到 GitHub 账号。

可以麻烦你检查一下当前提交使用的邮箱：

git config user.email

然后在 GitHub → Settings → Emails 中添加该邮箱并验证。
GitHub 会自动重新关联历史 commit。

感谢你的贡献 🙌

—
Reply to this email directly, view it on GitHub
#128 (comment),
or unsubscribe
https://github.com/notifications/unsubscribe-auth/AOFWZUU4Z6O6RFY6E76ZMLL4LQYS3AVCNFSM6AAAAACNL23NMGVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZTQOBZGMYTAMBWGM
.
You are receiving this because you were mentioned.Message ID:
@.***>