Comments (10)
In our experiment, repo-level code would slightly hurt performance of benchmark. However, it will enhance long context modeling and repo-level completion.
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@guoday Thanx for your reply. Another question, how many epochs do you train on the 2T tokens dataset?
from deepseek-coder.
4-5 epochs
from deepseek-coder.
So the total training tokens is about 10T? Amazing
from deepseek-coder.
No. The total data is about 400-500B. We train the model for 4-5 epochs, resulting 2T.
from deepseek-coder.
This amount is equal to the starcoder dataset. Do you possibly resuse the stack dataset, and apply a more advanced data filter alogrithm, or do you download more code data than stack, and implment more stricted data cleaning algorithms?
from deepseek-coder.
Deepseek use the repo-level files, so it can't resuse the stack dataset. Which is the key contrbution to this amazing improvment over starcoder, code quaility filtering, second pretraining or something else?
from deepseek-coder.
The primary contributions come from many aspects, including data collection, deduplication, filtering, the total number of tokens for pre-training, and the methods of pre-training. The optimization of each process is essential for enhancing the model. We will analyze this further in our later technical reports.
from deepseek-coder.
Thank you, looking forward to your technical reports
from deepseek-coder.
Hey, thanks for the great work! can you share the script of dependency parsing and repo level dedup?
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Related Issues (20)
- 本地部署怎么实现vscode自动代码补全? HOT 1
- How to use fine-tuned model? HOT 3
- 使用vllm加速inference后输出容易不符合格式要求
- 使用vllm加载33b-base或33b-instruct后,使用DS-1000、Program-Aided Math Reasoning (PAL)评估集进行评估,得分很低,与论文上的数据不符
- 并发数目
- 用vllm加速推理框架 推理速度还是很慢 HOT 1
- Are EOS tokens masked during pre-training? If so, how does FIM mode know how to connect to the `text_after`?
- 训练数据切分问题 HOT 1
- 疑惑:为什么 base 模型的 tokenizer 词表中也有类似 <|Assistant|> 这样多用于 chat 模型的 special tokens?
- Deepseekcoder 6 spitting out corrupt output for code generation question
- 为什么在进行一次训练加载后,会出现找不到显卡no slot的报错呢?
- RuntimeError: CUDA error: no kernel image is available for execution on the device
- Where is DeepSeek-Coder-V2?
- Long Code Arena
- deepseek-coder-6.7b-base vuejs代码补全上存在一些问题
- 加载模型时出错
- What is the correct padding side for train/eval of base model for FIM?
- dependency parsing code and deduplication script
- Problem in Math Evaluation HOT 1
- Html
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