关于openai和chatgpt、gpt-4、PyTorch、TensorFlow 两者和Transformers的关系
transformers
huggingface/transformers: 是一个基于 Python 的自然语言处理库,它使用了 PostgreSQL 数据库存储数据。适合用于自然语言处理任务的开发和实现,特别是对于需要使用 Python 和 PostgreSQL 数据库的场景。特点是自然语言处理库、Python、PostgreSQL 数据库。
项目地址:https://gitcode.com/gh_mirrors/tra/transformers
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近两年,随着人工智能的火爆,不论通过哪个渠道,相信我们都听说过openai、gpt等这类名词,那么它们到底是什么意思,请看下文。
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openai:是一家人工智能公司;
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openai-api:是openai提供的api;
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gpt-3.5、gpt-4:是openai公司训练出的两个模型,是LLM;
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chatgpt:是openai公司推出一款产品,主要是做自然语言处理的工具产品使用的技术是 Transformer神经网络架构;
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PyTorch和TensorFlow是两个广泛使用的深度学习框架;
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Transformers是一个基于这两个框架之一(或两者皆可)的库。;
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PyTorch是由Facebook开发的深度学习框架,它提供了丰富的工具和API,使得构建和训练神经网络变得更加简单和高效。PyTorch以其易用性、动态计算图和良好的可扩展性而受到广泛欢迎。
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TensorFlow是由Google开发的深度学习框架,它提供了一种灵活的方式来构建和训练神经网络。TensorFlow具有静态计算图和高度优化的执行引擎,使其适用于大规模的分布式训练和部署。
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Transformers库是由Hugging Face开发的,它建立在PyTorch和TensorFlow之上,提供了许多预训练的Transformer模型和相关工具。Transformers库为自然语言处理任务提供了方便的API和工具,使得使用和微调预训练模型变得更加简单和高效。
所以说,PyTorch和TensorFlow是深度学习框架,而Transformers是一个基于这两个框架之一的库,专注于提供预训练的Transformer模型和相关工具。
GitHub 加速计划 / tra / transformers
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huggingface/transformers: 是一个基于 Python 的自然语言处理库,它使用了 PostgreSQL 数据库存储数据。适合用于自然语言处理任务的开发和实现,特别是对于需要使用 Python 和 PostgreSQL 数据库的场景。特点是自然语言处理库、Python、PostgreSQL 数据库。
最近提交(Master分支:4 个月前 )
c61fcde9
* DataCollatorForLanguageModeling class was updated with new parameters that provides more control over the token masking and relacing
* DataCollatorForLanguageModeling class was updated with new parameters that provides more control over the token masking and relacing
* Addressed review comments, modified the docstring and made a test for the DataCollatorForLanguageModeling 17 小时前
b0cdbd91
* Update README.md
* Update README.md
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* Update README.md
* Update README.md
* Update README.md
* Update README.md
* Update README.md
* Update README.md
* Update README.md
* Update README.md
Enhanced installation section with troubleshooting, GPU setup, and OS-specific details.
* Update README.md
Enhanced installation section with troubleshooting, GPU setup, and OS-specific details.
* Update installation.md
Updated installation.md to include virtual environment and GPU setup instructions.
* Update installation.md
Updated installation.md to include virtual environment and GPU setup instructions.
* Update installation.md
Updated installation.md to include virtual environment, troubleshooting and GPU setup instructions.
* Update installation.md
* Update installation.md
* Update installation.md
* Update installation.md
Updated installation.md to include virtual environment, troubleshooting functions and GPU setup instructions.
* Update installation.md
Updated installation.md to include virtual environment, troubleshooting functions and GPU setup instructions.
* Update installation.md
Updated installation.md to include virtual environment, troubleshooting functions and GPU setup instructions.
* Update README.md
Removed numbering from README.md.
* Update README.md
Removed unnecessary "a)" formatting as per maintainer feedback.
* Update README.md
Added blank lines around code snippets for better readability.
* Update README.md
Removed the line "b) Install a backend framework:" from README.md as per feedback.
* Update README.md
Simplified "For Windows:" to "Windows" in README.md as per feedback as well as "For macOS/Linux:" to "macOS/Linux"
* Update README.md
Removed unnecessary heading and retained valid code snippet.
* Update README.md
Removed unnecessary heading "d) Optional: Install from source for the latest updates" as per feedback.
* Update README.md
Removed "GPU Setup (Optional)" section to align with minimal design feedback.
* Update installation.md
Removed "Create and Activate a Virtual Environment" section from installation.md as per feedback.
* Update installation.md
Adjusted "Troubleshooting" to a second-level heading and added an introductory line as per feedback.
* Update installation.md
Updated troubleshooting section with simplified headings and formatted code blocks as per feedback.
* Update installation.md
Integrated GPU setup instructions into the "Install with pip" section for better content flow.
* Update README.md
Removed Troubleshooting section from README.md for minimalism as per maintainer feedback. 18 小时前
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