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README.md ADDED
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+ ---
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+ tags:
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+ - merge
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+ - mergekit
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+ - cognitivecomputations/dolphin-2.9-llama3-8b
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+ - NousResearch/Hermes-2-Pro-Llama-3-8B
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+ - abacusai/Llama-3-Smaug-8B
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+ base_model:
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+ - cognitivecomputations/dolphin-2.9-llama3-8b
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+ - NousResearch/Hermes-2-Pro-Llama-3-8B
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+ - abacusai/Llama-3-Smaug-8B
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+ ---
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+
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+ # aqua-smaug-hermes-8B
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+ aqua-smaug-hermes-8B is a merge of the following models using [Mergekit](https://github.com/arcee-ai/mergekit):
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+ * [cognitivecomputations/dolphin-2.9-llama3-8b](https://huggingface.co/cognitivecomputations/dolphin-2.9-llama3-8b)
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+ * [NousResearch/Hermes-2-Pro-Llama-3-8B](https://huggingface.co/NousResearch/Hermes-2-Pro-Llama-3-8B)
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+ * [abacusai/Llama-3-Smaug-8B](https://huggingface.co/abacusai/Llama-3-Smaug-8B)
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+
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+ ## 🧩 Configuration
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+
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+ ```yamlname: aqua-smaug-hermes-8B
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+ tokenizer_source: union
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+ base_model:
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+ model:
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+ path: NousResearch/Hermes-2-Pro-Llama-3-8B
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+ dtype: float16
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+ merge_method: dare_linear
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+ parameters:
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+ normalize: 1.0
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+ slices:
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+ - sources:
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+ - model: cognitivecomputations/dolphin-2.9-llama3-8b
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+ layer_range: [0, 32]
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+ parameters:
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+ weight: 0.3
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+ - model: NousResearch/Hermes-2-Pro-Llama-3-8B
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+ layer_range: [0, 32]
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+ parameters:
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+ weight: 0.4
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+ - model: abacusai/Llama-3-Smaug-8B
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+ layer_range: [0, 32]
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+ parameters:
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+ weight: 0.3```
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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 = "saucam/aqua-smaug-hermes-8B"
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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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+ ```
config.json ADDED
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+ {
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+ "_name_or_path": "NousResearch/Hermes-2-Pro-Llama-3-8B",
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 128000,
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+ "eos_token_id": 128003,
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+ "hidden_act": "silu",
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+ "hidden_size": 4096,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 14336,
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+ "max_position_embeddings": 8192,
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+ "model_type": "llama",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 32,
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+ "num_key_value_heads": 8,
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+ "pretraining_tp": 1,
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+ "rms_norm_eps": 1e-05,
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+ "rope_scaling": null,
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+ "rope_theta": 500000.0,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float16",
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+ "transformers_version": "4.40.2",
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+ "use_cache": false,
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+ "vocab_size": 128296
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+ }
mergekit_config.yml ADDED
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+ name: aqua-smaug-hermes-8B
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+ tokenizer_source: union
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+ base_model:
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+ model:
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+ path: NousResearch/Hermes-2-Pro-Llama-3-8B
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+ dtype: float16
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+ merge_method: dare_linear
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+ parameters:
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+ normalize: 1.0
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+ slices:
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+ - sources:
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+ - model: cognitivecomputations/dolphin-2.9-llama3-8b
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+ layer_range: [0, 32]
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+ parameters:
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+ weight: 0.3
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+ - model: NousResearch/Hermes-2-Pro-Llama-3-8B
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+ layer_range: [0, 32]
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+ parameters:
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+ weight: 0.4
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+ - model: abacusai/Llama-3-Smaug-8B
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+ layer_range: [0, 32]
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+ parameters:
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+ weight: 0.3
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