Rajdeep Borgohain

rbgo

AI & ML interests

Solving language barriers.

Recent Activity

Reacted to m-ric's post with ๐Ÿ‘ 3 days ago
๐Ÿ” Meta teams use a fine-tuned Llama model to fix production issues in seconds One of Meta's engineering teams shared how they use a fine-tuned small Llama (Llama-2-7B, so not even a very recent model) to identify the root cause of production issues with 42% accuracy. ๐Ÿค” 42%, is that not too low? โžก๏ธ Usually, whenever there's an issue in production, engineers dive into recent code changes to find the offending commit. At Meta's scale (thousands of daily changes), this is like finding a needle in a haystack. ๐Ÿ’ก So when the LLM-based suggestion is right, it cuts incident resolution time from hours to seconds! How did they do it? ๐Ÿ”„ Two-step approach: โ€ฃ Heuristics (code ownership, directory structure, runtime graphs) reduce thousands of potential changes to a manageable set โ€ฃ Fine-tuned Llama 2 7B ranks the most likely culprits ๐ŸŽ“ Training pipeline: โ€ฃ Continued pre-training on Meta's internal docs and wikis โ€ฃ Supervised fine-tuning on past incident investigations โ€ฃ Training data mimicked real-world constraints (2-20 potential changes per incident) ๐Ÿ”ฎ Now future developments await: โ€ฃ Language models could handle more of the incident response workflow (runbooks, mitigation, post-mortems) โ€ฃ Improvements in model reasoning should boost accuracy further Read it in full ๐Ÿ‘‰ https://www.tryparity.com/blog/how-meta-uses-llms-to-improve-incident-response
updated a dataset 13 days ago
rbgo/llm-inference-benchmark
liked a Space 26 days ago
lj1995/GPT-SoVITS-v2
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rbgo's activity

New activity in briaai/RMBG-1.4 8 months ago

Code example fix

#23 opened 8 months ago by rbgo
New activity in CohereForAI/c4ai-command-r-v01 8 months ago

Fixed the transformers version

#40 opened 8 months ago by rbgo
New activity in abacusai/HellaSwag_DPO_FewShot 9 months ago
New activity in abacusai/ARC_DPO_FewShot 9 months ago

Unexpected error in the dataset!

1
#1 opened 9 months ago by rbgo
New activity in TheBloke/CodeLlama-70B-hf-GPTQ 10 months ago

models files missing!

2
#1 opened 10 months ago by rbgo
New activity in Deci/DeciLM-7B 11 months ago

fix for auto_gptq

2
#5 opened 11 months ago by rbgo
New activity in stabilityai/stable-diffusion almost 2 years ago