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Model: wvnvwn/Meta-Llama-3-8B-Instruct-fedavg-v0
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---
library_name: transformers
pipeline_tag: text-generation
base_model:
- meta-llama/Meta-Llama-3-8B-Instruct
tags:
- peft
- lora
- merged
---
# Meta-Llama-3-8B-Instruct-fedavg-v0
This repository contains a full merged model produced by applying a PEFT LoRA adapter to its base model. It is intended for reproducible evaluation without requiring a separate adapter loading path.
## Quick Start
```python
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
model_id = "wvnvwn/Meta-Llama-3-8B-Instruct-fedavg-v0"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(
model_id,
torch_dtype=torch.bfloat16,
device_map="auto",
)
```
Run the bundled FSL evaluation wrapper:
```bash
bash fsl/src/evaluation/overall_eval.sh \
--model_name wvnvwn/Meta-Llama-3-8B-Instruct-fedavg-v0 \
--model_type instruct \
--max_samples 100 \
--output_root fsl/results/evaluation/Meta-Llama-3-8B-Instruct-fedavg-v0
```
## Training Procedure
- Procedure: Federated LoRA fine-tuning followed by adapter aggregation. The resulting PEFT LoRA adapter was merged into the base model for reproducible evaluation.
- Algorithm: `fedavg`
- Training data: `data_hetero_with_4_tasks`
- Number of clients: `8`
- Communication round/checkpoint: `3`
- Local epochs: `3`
- Local batch size: `256`
- Local micro batch size: `16`
- Local learning rate: `0.0003`
Original training command:
Not specified
## Merge Metadata
- Base model: `meta-llama/Meta-Llama-3-8B-Instruct`
- Adapter source: `/NHNHOME/0226010080_A/BASE/jongbokwon/FLS/fsl/outputs/fedavg/8/2`
- PEFT type: `LORA`
- Task type: `CAUSAL_LM`
- LoRA rank: `16`
- LoRA alpha: `16`
- Target modules: `up_proj`, `v_proj`, `gate_proj`, `q_proj`, `k_proj`, `o_proj`, `down_proj`
- Merged at UTC: `2026-05-22T05:24:31.213169+00:00`
## Framework Versions
- python: `3.10.20`
- platform: `Linux-6.8.0-100-generic-x86_64-with-glibc2.39`
- torch: `2.11.0+cu130`
- cuda: `13.0`
- transformers: `4.57.1`
- peft: `0.19.1`
- accelerate: `1.13.0`
- huggingface_hub: `0.36.2`
- safetensors: `0.7.0`
- vllm: `0.20.2`
- wandb: `0.27.0`
## Notes
- This is a merged full-weight model, not an adapter-only checkpoint.
- Redistribution/access should follow the base model license and access policy.
- `merge_info.json` in this repository records the adapter and merge configuration.

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{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>
'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>
' }}{% endif %}

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{
"architectures": [
"LlamaForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 128000,
"dtype": "bfloat16",
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"head_dim": 128,
"hidden_act": "silu",
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"initializer_range": 0.02,
"intermediate_size": 14336,
"max_position_embeddings": 8192,
"mlp_bias": false,
"model_type": "llama",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": null,
"rope_theta": 500000.0,
"tie_word_embeddings": false,
"transformers_version": "4.57.1",
"use_cache": true,
"vocab_size": 128256
}

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{
"bos_token_id": 128000,
"do_sample": true,
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128009
],
"max_length": 4096,
"temperature": 0.6,
"top_p": 0.9,
"transformers_version": "4.57.1"
}

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{
"adapter_dir": "/NHNHOME/0226010080_A/BASE/jongbokwon/FLS/fsl/outputs/fedavg/8/2",
"base_model": "meta-llama/Meta-Llama-3-8B-Instruct",
"peft_type": "LORA",
"task_type": "CAUSAL_LM",
"lora_r": 16,
"lora_alpha": 16,
"target_modules": [
"up_proj",
"v_proj",
"gate_proj",
"q_proj",
"k_proj",
"o_proj",
"down_proj"
],
"merged_at_utc": "2026-05-22T05:24:31.213169+00:00",
"output_dir": "/NHNHOME/0226010080_A/BASE/jongbokwon/FLS/fsl/outputs/fedavg/8/merged",
"repo_id": "wvnvwn/Meta-Llama-3-8B-Instruct-fedavg-v0",
"private": false,
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"max_shard_size": "5GB",
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"algorithm": "fedavg",
"training_data": "data_hetero_with_4_tasks",
"training_command": null,
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"communication_round": "3",
"local_epochs": "3",
"local_batch_size": "256",
"local_micro_batch_size": "16",
"local_learning_rate": "0.0003"
},
"framework_versions": {
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"torch": "2.11.0+cu130",
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"transformers": "4.57.1",
"peft": "0.19.1",
"accelerate": "1.13.0",
"huggingface_hub": "0.36.2",
"safetensors": "0.7.0",
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"wandb": "0.27.0"
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