初始化项目，由ModelHub XC社区提供模型
Model: budecosystem/genz-13b-infinite Source: Original Platform
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README.md
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README.md
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---
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license: llama2
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---
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## Introducing GenZ Infinite
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The model is a finetuned version of Genz-13B-v2 with a context size of 16K. The model architecture is updated to have lamda attention from the LM-Infinite paper which gives the model capability of 120K+ sequence length without affecting the preplexity
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## Generate responses
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Use the generate.py file from the [github repo](https://github.com/BudEcosystem/genz-infinite)
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```
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python generate.py --base_model budecosystem/genz-13b-infinite
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```
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You can integrate the model in your code my loading convert_llama_model function.
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```python
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import torch
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from transformers import GenerationConfig, AutoModelForCausalLM, AutoTokenizer
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from model.llama import convert_llama_model
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local_branch = 2048
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global_branch = 10
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limit_distance = 2048
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model = AutoModelForCausalLM.from_pretrained(
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"budecosystem/genz-13b-infinite",
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torch_dtype=torch.float16,
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device_map="auto",
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)
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model = convert_llama_model(model, local_branch, global_branch)
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```
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## Evaluation
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| Task | 4096 | 5120 | 8192 | 16384 |
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| :----:|:---------:| :--------:| :--------:| :--------:|
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|Passkey retreival | 100 | 75 | 48 | 30 |
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## Training details
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The model is trained of 4 A100 80GB for approximately 55hrs.
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| Hyperparameters | Value |
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| :----------------------------| :-----: |
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| per_device_train_batch_size | 1 |
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| gradient_accumulation_steps | 1 |
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| epoch | 3 |
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| steps | 8550 |
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| learning_rate | 2e-4 |
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| lr schedular type | cosine |
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| warmup steps | 1000 |
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| optimizer | adamw |
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| fp16 | True |
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| GPU | 4 A100 80GB |
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### Acknowledgments
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We'd like to thank the open-source community and the researchers whose foundational work laid the path to this model. Special shoutout to the authors of [LM-Infinite paper](https://arxiv.org/abs/2308.16137) and the [GitHub repo](https://github.com/Glaciohound/LM-Infinite)
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config.json
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{
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"_name_or_path": "budecosystem/genz-13b-infinite",
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"architectures": [
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"LlamaForCausalLM"
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],
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"bos_token_id": 1,
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"hidden_act": "silu",
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"model_type": "llama",
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24
special_tokens_map.json
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24
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Normal file
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3
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Normal file
3
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|
||||
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35
tokenizer_config.json
Normal file
35
tokenizer_config.json
Normal file
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||||
Reference in New Issue
Block a user