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Model: natong19/Mistral-Nemo-Instruct-2407-abliterated Source: Original Platform
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README.md
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---
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language:
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- en
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- fr
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- de
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- es
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- it
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- pt
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- ru
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- zh
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- ja
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license: apache-2.0
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---
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# Mistral-Nemo-Instruct-2407-abliterated
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## Introduction
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Abliterated version of [Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407), a Large Language Model (LLM) trained jointly by Mistral AI and NVIDIA that significantly outperforms existing models smaller or similar in size.
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The model's strongest refusal directions have been ablated via weight orthogonalization, but the model may still refuse your request, misunderstand your intent, or provide unsolicited advice regarding ethics or safety.
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## Key features
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- Trained with a **128k context window**
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- Trained on a large proportion of **multilingual and code data**
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- Drop-in replacement of Mistral 7B
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## Quickstart
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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model_id = "natong19/Mistral-Nemo-Instruct-2407-abliterated"
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device = "cuda"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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conversation = [{"role": "user", "content": "Where's the capital of France?"}]
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tool_use_prompt = tokenizer.apply_chat_template(
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conversation,
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tokenize=False,
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add_generation_prompt=True,
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)
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inputs = tokenizer(tool_use_prompt, return_tensors="pt", return_token_type_ids=False).to(device)
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model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.bfloat16, device_map="auto")
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outputs = model.generate(**inputs, max_new_tokens=128)
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print(tokenizer.decode(outputs[0][len(inputs["input_ids"][0]):], skip_special_tokens=True))
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```
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## Evaluation
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Evaluation framework: lm-evaluation-harness 0.4.2
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| Benchmark | Mistral-Nemo-Instruct-2407 | Mistral-Nemo-Instruct-2407-abliterated |
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| :--- | :---: | :---: |
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| ARC (25-shot) | 65.9 | 65.8 |
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| GSM8K (5-shot) | 76.2 | 75.2 |
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| HellaSwag (10-shot) | 84.3 | 84.3 |
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| MMLU (5-shot) | 68.4 | 68.8 |
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| TruthfulQA (0-shot) | 54.9 | 55.0 |
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| Winogrande (5-shot) | 82.2 | 82.6 |
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config.json
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config.json
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{
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"_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 5120,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 1024000,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 40,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.44.0",
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"unsloth_version": "2024.8",
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"use_cache": true,
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"vocab_size": 131072
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}
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||||
}
|
||||
}
|
||||
24
special_tokens_map.json
Normal file
24
special_tokens_map.json
Normal file
@@ -0,0 +1,24 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": "<pad>",
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
409625
tokenizer.json
Normal file
409625
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
8016
tokenizer_config.json
Normal file
8016
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user