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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - merge
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+ - mergekit
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+ - lazymergekit
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+ - NousResearch/Nous-Hermes-2-Yi-34B
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+ - jondurbin/bagel-dpo-34b-v0.2
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+ ---
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+
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+ # HermesBagel-34B-v0.1
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+
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+ HermesBagel-34B-v0.1 is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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+ * [NousResearch/Nous-Hermes-2-Yi-34B](https://huggingface.co/NousResearch/Nous-Hermes-2-Yi-34B)
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+ * [jondurbin/bagel-dpo-34b-v0.2](https://huggingface.co/jondurbin/bagel-dpo-34b-v0.2)
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+
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+ ## 🧩 Configuration
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+
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+ ```yaml
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+ slices:
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+ - sources:
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+ - model: NousResearch/Nous-Hermes-2-Yi-34B
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+ layer_range: [0, 60]
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+ - model: jondurbin/bagel-dpo-34b-v0.2
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+ layer_range: [0, 60]
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+ merge_method: slerp
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+ base_model: NousResearch/Nous-Hermes-2-Yi-34B
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+ parameters:
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+ t:
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+ - filter: self_attn
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+ value: [0, 0.5, 0.3, 0.7, 1]
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+ - filter: mlp
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+ value: [1, 0.5, 0.7, 0.3, 0]
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+ - value: 0.5
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+ dtype: bfloat16
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+ ```
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+
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+ ## 💻 Usage
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+
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+ ```python
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+ !pip install -qU transformers accelerate
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+
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+ from transformers import AutoTokenizer
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+ import transformers
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+ import torch
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+
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+ model = "dfurman/HermesBagel-34B-v0.1"
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+ messages = [{"role": "user", "content": "What is a large language model?"}]
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+
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+ tokenizer = AutoTokenizer.from_pretrained(model)
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+ prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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+ pipeline = transformers.pipeline(
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+ "text-generation",
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+ model=model,
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+ torch_dtype=torch.float16,
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+ device_map="auto",
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+ )
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+
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+ outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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+ print(outputs[0]["generated_text"])
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+ ```
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+ "<|endoftext|>": 64001,
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+ }
config.json ADDED
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+ {
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+ "_name_or_path": "NousResearch/Nous-Hermes-2-Yi-34B",
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ "attention_bias": false,
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+ "hidden_act": "silu",
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+ "max_position_embeddings": 4096,
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+ "model_type": "llama",
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.36.2",
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+ "use_cache": false,
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+ "vocab_size": 64000
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+ }
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+ slices:
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+ - model: NousResearch/Nous-Hermes-2-Yi-34B
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+ layer_range: [0, 60]
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+ - model: jondurbin/bagel-dpo-34b-v0.2
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+ layer_range: [0, 60]
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+ merge_method: slerp
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+ base_model: NousResearch/Nous-Hermes-2-Yi-34B
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+ parameters:
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+ t:
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+ - filter: self_attn
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+ value: [0, 0.5, 0.3, 0.7, 1]
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+ - filter: mlp
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+ value: [1, 0.5, 0.7, 0.3, 0]
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+ - value: 0.5
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+ dtype: bfloat16
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63
+ "chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
64
+ "clean_up_tokenization_spaces": false,
65
+ "eos_token": "<|im_end|>",
66
+ "legacy": true,
67
+ "model_max_length": 4096,
68
+ "pad_token": "<unk>",
69
+ "sp_model_kwargs": {},
70
+ "spaces_between_special_tokens": false,
71
+ "tokenizer_class": "LlamaTokenizer",
72
+ "trust_remote_code": false,
73
+ "unk_token": "<unk>",
74
+ "use_default_system_prompt": false,
75
+ "use_fast": true
76
+ }