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Benson's blog

Enjoy life Internship AI on academic research How AI Will Change the Mobile Ecosystem Look ahead Goodbye 2025 Hacker News to Kindle Another project How to imporve english Introduction of Fraud detection PopTranslate Last day in netease Better idea between Copilot-typed and CLI-typed assistant Gemini-cli LLM Post-Training experience Papers I readed recently about LLM application Difference between LLMs and traditional computer technology GRPO Weekly-#26 AI Application Weekly-#25 AI infra and application Weekly-#24 First week as LLM inference engineer Weekly-#23 seeking job Weekly-#22 2025 New Year AutoSwitch Translate Goodbye 2024 Weekly-#20 Breaking of glass Cross Entropy Loss of Triton Weekly-#18 Cross Entropy Loss of Triton Weekly-#17 Triton Puzzles Weekly-#16 AutoBuilder Weekly-#15 Starting of tanble tennis Weekly-#14 Accident in life Weekly-#13 Trying of xiaohongshu Weekly-#12 summary of LLM acceleration Outline of LLM acceleration Weekly-#11 Copilot-type products Weekly-#10 Preparation for next journey Weekly-#9 Startup of YouTube Notes of flash-attention How to learn knowledge in new fields? Weekly-#8 Start Reading Notes of LoRA Acceleration of LLM - Matrix Multiplication Weekly-#8 Summary for two month Weekly-#7 Staying home Weekly-#6 Cost of PopTranslate Weekly-#5 Updating of PopTranslate Validated example of LLM acceleration Weekly-#3 PopTranslate Weekly-#2 The fail of first product Weekly-#1 First week of indie develop slack迁移discord 雅思备考 2024Q3 中文博客合集 English Diary in May 五一游记 开始休假 离职前的状态 2024-01-01 duckdb 看懂的第一个PR learning english in October learning english in September learning english in August top hack news 收集 大模型调研 自动驾驶的小玩具 旅游 扬州+苏州 small talk of learning english 新年新气象-碎碎念 刷剧 感染新冠 强化学习简介 神经网络解释性 全局的模型无关解释方法合集 社区发现算法概览 图神经网络入门(GNN) 我的第一款 iOS APP AtCoder Beginner Contest 268 人的信息输入方式对比 重叠社区检测 人穷极一生到底在追求什么 重拾生活规划 社区发现算法 - Louvain 《幸福的方法》 读《人类简史》有感 妙峰山骑行 黑客帝国 特征交互 特征工程 累计局部效应图 模型解释性-PDP 模型解释性 Web3 入门科普 总结 2022.4 孪生网络做 query 相似度任务 学习 2022.4 Imagen DeBERTa 读论文 用CNN做query相似度任务
Weekly-#4 First insight of LLM accelerate
Benson · 2024-09-15 · via Benson's blog

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Product process

PopTranslate

Finally find the root reason why my chrome extension was rejected, I put the api_key in .gitignore file and it can’t upload to chrome extension store successfully when I upload the zip file.

Actually I found the root reason thought the crx file generated by chrome extension. After I pointed out this reason, google extension team also responce to my email and tell me this reason, this make me feel valued.

I also published this product on several media platforms, what left me a deep impression was reddit, I put my project so hard on this platforms, as a result, it banned my account after five hours, I deserve it. So I register another account, I need to culture it for several days to express myself more free.

The result after publishing haven’t totally show, so, I will summary that in the next week.

unsloth

Learn “Fast Cross Entropy Loss” in unsloth blog, I already undertstood the theory. I also need to porve that based on my own code.

This most important thing I have learnt in this week is I finally understand why llm-accelerate projects can work. Most of code of llm design and writed for common ustage, right now, loss function or transformers are used for million times with same format. As a result, we can make this code and theory more specific and make it can make the current network and task well, changing common function and theory to specific one always can improve the efficiency of training and finetune.

YouTube

I upload two videos about the solutions of leetcode problem this week, it have plenty of benefits, for example, practicing my english speaking ability, prepare for english interview, try to be a youtuber.

Daily

  • 9.9: running, prepare huggingface token
  • 9.10: reproduce code, but result is different, maybe cause is the random seed
  • 9.11: read related HN post and blogs about unsloth
  • 9.12: read fast_crossEntropyLoss code to understand why it works
  • 9.13: Try to solve another issue but failed
  • 9.14: publish PopTranslate
  • 9.15: Rest

Personal life

Reading

Exercise

Runing five time this week, half hour every time, it’s a good start, If I can insist on this week, maybe I should price me some equipments.

Thought

1) unsloth also reference some other paper, there are plenty works can be done about this topic, it’s also hard, I think it’s worth it.

2) publish new project is a great think, I can receive thank for others even it’s a small thank. Own proejct can give me a feeling of children, it’s totally different.

This week

  • Focuse on unsloth: less than expectation
    • PR
    • Reproduce
    • Know the theory of acceleration and product a essay
  • Reading: spend some time on papers
  • Exercise: Running in the mornings: better than expectation
  • Social account

Next week

  • Focuse on unsloth
    • Validation of thought
    • Know more
    • Try new thought
  • Reading more
  • Exercise
  • Produce more valued content

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