

Tele FLM 1T
Overview :
Tele-FLM-1T is an open-source 1T multilingual large language model, based on a decoder-only Transformer architecture, trained on approximately 2 trillion tokens. The model demonstrates outstanding performance at scale, sometimes even surpassing larger models. In addition to sharing the model weights, it also provides core design, engineering practices, and training details, with the expectation of benefiting both the academic and industrial communities.
Target Users :
The target audience includes researchers and developers who need to use large language models for tasks such as text generation, machine translation, and question-answering systems.
Use Cases
For generating high-quality multilingual text content.
As the core model for multilingual machine translation systems.
To provide accurate information retrieval and answers in question-answering systems.
Features
Divided into three training stages of 52B, 102B, and 1TB based on growth techniques.
Utilizes a standard GPT-style decoder-only Transformer architecture with several enhancements.
Features Rotary Positional Embedding (RoPE), RMSNorm, and SwiGLU activation functions.
Compatible with the Llama architecture, with minimal code adjustments required.
Trained on a cluster of 112 A800 SXM4 GPU servers, each with 8 NVLink A800 GPUs and 2TB RAM.
Employs 3D parallel training, combining data parallelism, tensor parallelism, and pipeline parallelism.
Provides model weights and training details to facilitate community usage and research.
How to Use
1. Visit the Hugging Face model hub and locate the Tele-FLM-1T model.
2. Read the model card to understand the detailed information and usage limitations.
3. Download the model weights and related code.
4. Adjust the model according to the provided engineering practices and training details to suit specific tasks.
5. Deploy the model locally or in a cloud environment for training or inference.
6. Use the model for text generation or other NLP tasks.
7. Share your experiences and feedback to promote community development.
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