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Model: Kukedlc/NeuralContamination-7B-ties
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---
tags:
- merge
- mergekit
- lazymergekit
- yam-peleg/Experiment26-7B
- Kukedlc/NeuralSirKrishna-7b
- automerger/YamShadow-7B
base_model:
- yam-peleg/Experiment26-7B
- Kukedlc/NeuralSirKrishna-7b
- automerger/YamShadow-7B
license: apache-2.0
---
# NeuralContamination-7B-ties
![image/png](https://cdn-uploads.huggingface.co/production/uploads/64d71ab4089bc502ceb44d29/PyDI8KAlRmzKQ8sEFORQ9.png)
NeuralContamination-7B-ties is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
* [yam-peleg/Experiment26-7B](https://huggingface.co/yam-peleg/Experiment26-7B)
* [Kukedlc/NeuralSirKrishna-7b](https://huggingface.co/Kukedlc/NeuralSirKrishna-7b)
* [automerger/YamShadow-7B](https://huggingface.co/automerger/YamShadow-7B)
## 🧩 Configuration
```yaml
models:
- model: yam-peleg/Experiment26-7B
parameters:
density: [1, 0.7, 0.1] # density gradient
weight: 1.0
- model: Kukedlc/NeuralSirKrishna-7b
parameters:
density: 0.5
weight: [0, 0.3, 0.7, 1] # weight gradient
- model: automerger/YamShadow-7B
parameters:
density: 0.33
weight:
- filter: mlp
value: 0.5
- value: 0
merge_method: ties
base_model: liminerity/M7-7b
parameters:
normalize: true
int8_mask: true
dtype: bfloat16
```
## 💻 Usage
```python
!pip install -qU transformers accelerate
from transformers import AutoTokenizer
import transformers
import torch
model = "Kukedlc/NeuralContamination-7B-ties"
messages = [{"role": "user", "content": "What is a large language model?"}]
tokenizer = AutoTokenizer.from_pretrained(model)
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
pipeline = transformers.pipeline(
"text-generation",
model=model,
torch_dtype=torch.float16,
device_map="auto",
)
outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])
```
## Genetic
![image/png](https://cdn-uploads.huggingface.co/production/uploads/64d71ab4089bc502ceb44d29/GrB1JfyS2lm_IeM05QMp5.png)

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{
"_name_or_path": "liminerity/M7-7b",
"add_gates": false,
"architectures": [
"MistralForCausalLM"
],
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 14336,
"max_position_embeddings": 32768,
"model_type": "mistral",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-05,
"rope_theta": 10000.0,
"sliding_window": 4096,
"tie_word_embeddings": false,
"torch_dtype": "bfloat16",
"transformers_version": "4.38.2",
"use_cache": true,
"vocab_size": 32000
}

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models:
- model: yam-peleg/Experiment26-7B
parameters:
density: [1, 0.7, 0.1] # density gradient
weight: 1.0
- model: Kukedlc/NeuralSirKrishna-7b
parameters:
density: 0.5
weight: [0, 0.3, 0.7, 1] # weight gradient
- model: automerger/YamShadow-7B
parameters:
density: 0.33
weight:
- filter: mlp
value: 0.5
- value: 0
merge_method: ties
base_model: liminerity/M7-7b
parameters:
normalize: true
int8_mask: true
dtype: bfloat16

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"bos_token": {
"content": "<s>",
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"add_bos_token": true,
"add_eos_token": false,
"add_prefix_space": true,
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"clean_up_tokenization_spaces": false,
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"legacy": true,
"model_max_length": 32768,
"pad_token": "<unk>",
"padding_side": "left",
"sp_model_kwargs": {},
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"tokenizer_class": "LlamaTokenizer",
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"use_default_system_prompt": false
}