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Мы зарелизили первый датасет для software engineering agents! 🤖

В последние несколько месяцев наша команда активно работала над software engineering агентами. Я с частью команды отвечал за данные и эксперименты с ними. Сегодня мы выложили данные, которые собрали. Напомню, что на этих данных мы обучили модели (Llama 3.1, Qwen 2.5), которыми набрали 40.6% на SWE-Bench Verified.

Про сами данные:
Используя доработанную напильником методологию SWE-Bench мы собрали 6.4k пар PR+issue из 2k репозиториев на питоне. Потом сгенерировали 80к траекторий, где агент на базе SWE-agent, используя наши зафайнтюненные модели пытается решить эти issues. В каждой траектории есть инфа про то, решил ли итоговый патч issue, какая была модель, статус окончания работы агента и логи evaluation.

Данные выложили на HuggingFace:
6.4 issue-PR pairs: nebius/SWE-bench-extra
80k траекторий: nebius/SWE-agent-trajectories

Блогпост с подробным описанием того, как собирали данные можно прочитать тут



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Мы зарелизили первый датасет для software engineering agents! 🤖

В последние несколько месяцев наша команда активно работала над software engineering агентами. Я с частью команды отвечал за данные и эксперименты с ними. Сегодня мы выложили данные, которые собрали. Напомню, что на этих данных мы обучили модели (Llama 3.1, Qwen 2.5), которыми набрали 40.6% на SWE-Bench Verified.

Про сами данные:
Используя доработанную напильником методологию SWE-Bench мы собрали 6.4k пар PR+issue из 2k репозиториев на питоне. Потом сгенерировали 80к траекторий, где агент на базе SWE-agent, используя наши зафайнтюненные модели пытается решить эти issues. В каждой траектории есть инфа про то, решил ли итоговый патч issue, какая была модель, статус окончания работы агента и логи evaluation.

Данные выложили на HuggingFace:
6.4 issue-PR pairs: nebius/SWE-bench-extra
80k траекторий: nebius/SWE-agent-trajectories

Блогпост с подробным описанием того, как собирали данные можно прочитать тут

BY Love. Death. Transformers.




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There was another possible development: Reuters also reported that Ukraine said that Belarus could soon join the invasion of Ukraine. However, the AFP, citing a Pentagon official, said the U.S. hasn’t yet seen evidence that Belarusian troops are in Ukraine. Telegram has become more interventionist over time, and has steadily increased its efforts to shut down these accounts. But this has also meant that the company has also engaged with lawmakers more generally, although it maintains that it doesn’t do so willingly. For instance, in September 2021, Telegram reportedly blocked a chat bot in support of (Putin critic) Alexei Navalny during Russia’s most recent parliamentary elections. Pavel Durov was quoted at the time saying that the company was obliged to follow a “legitimate” law of the land. He added that as Apple and Google both follow the law, to violate it would give both platforms a reason to boot the messenger from its stores. The perpetrators use various names to carry out the investment scams. They may also impersonate or clone licensed capital market intermediaries by using the names, logos, credentials, websites and other details of the legitimate entities to promote the illegal schemes. Right now the digital security needs of Russians and Ukrainians are very different, and they lead to very different caveats about how to mitigate the risks associated with using Telegram. For Ukrainians in Ukraine, whose physical safety is at risk because they are in a war zone, digital security is probably not their highest priority. They may value access to news and communication with their loved ones over making sure that all of their communications are encrypted in such a manner that they are indecipherable to Telegram, its employees, or governments with court orders. In February 2014, the Ukrainian people ousted pro-Russian president Viktor Yanukovych, prompting Russia to invade and annex the Crimean peninsula. By the start of April, Pavel Durov had given his notice, with TechCrunch saying at the time that the CEO had resisted pressure to suppress pages criticizing the Russian government.
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