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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-#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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