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README.md

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+---
+tags:
+- merge
+- mergekit
+- lazymergekit
+- jondurbin/bagel-dpo-7b-v0.4
+- argilla/CapybaraHermes-2.5-Mistral-7B
+base_model:
+- jondurbin/bagel-dpo-7b-v0.4
+- argilla/CapybaraHermes-2.5-Mistral-7B
+---
+
+# capybagel-7B-slerp
+
+capybagel-7B-slerp is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [jondurbin/bagel-dpo-7b-v0.4](https://huggingface.co/jondurbin/bagel-dpo-7b-v0.4)
+* [argilla/CapybaraHermes-2.5-Mistral-7B](https://huggingface.co/argilla/CapybaraHermes-2.5-Mistral-7B)
+
+## 🧩 Configuration
+
+```yaml
+slices:
+  - sources:
+      - model: jondurbin/bagel-dpo-7b-v0.4
+        layer_range: [0, 32]
+      - model: argilla/CapybaraHermes-2.5-Mistral-7B
+        layer_range: [0, 32]
+merge_method: slerp
+base_model: jondurbin/bagel-dpo-7b-v0.4
+parameters:
+  t:
+    - filter: self_attn
+      value: [0, 0.5, 0.3, 0.7, 1]
+    - filter: mlp
+      value: [1, 0.5, 0.7, 0.3, 0]
+    - value: 0.5
+dtype: bfloat16
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "jacobi/capybagel-7B-slerp"
+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"])
+```

added_tokens.json

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+{
+  "<|im_end|>": 32001,
+  "<|im_start|>": 32000,
+  "<|special_0|>": 32002,
+  "<|special_10|>": 32012,
+  "<|special_11|>": 32013,
+  "<|special_12|>": 32014,
+  "<|special_13|>": 32015,
+  "<|special_14|>": 32016,
+  "<|special_15|>": 32017,
+  "<|special_16|>": 32018,
+  "<|special_17|>": 32019,
+  "<|special_18|>": 32020,
+  "<|special_19|>": 32021,
+  "<|special_1|>": 32003,
+  "<|special_20|>": 32022,
+  "<|special_21|>": 32023,
+  "<|special_22|>": 32024,
+  "<|special_23|>": 32025,
+  "<|special_24|>": 32026,
+  "<|special_25|>": 32027,
+  "<|special_26|>": 32028,
+  "<|special_27|>": 32029,
+  "<|special_28|>": 32030,
+  "<|special_29|>": 32031,
+  "<|special_2|>": 32004,
+  "<|special_30|>": 32032,
+  "<|special_31|>": 32033,
+  "<|special_32|>": 32034,
+  "<|special_33|>": 32035,
+  "<|special_34|>": 32036,
+  "<|special_35|>": 32037,
+  "<|special_36|>": 32038,
+  "<|special_37|>": 32039,
+  "<|special_38|>": 32040,
+  "<|special_39|>": 32041,
+  "<|special_3|>": 32005,
+  "<|special_40|>": 32042,
+  "<|special_41|>": 32043,
+  "<|special_42|>": 32044,
+  "<|special_43|>": 32045,
+  "<|special_44|>": 32046,
+  "<|special_45|>": 32047,
+  "<|special_46|>": 32048,
+  "<|special_47|>": 32049,
+  "<|special_48|>": 32050,
+  "<|special_49|>": 32051,
+  "<|special_4|>": 32006,
+  "<|special_50|>": 32052,
+  "<|special_51|>": 32053,
+  "<|special_52|>": 32054,
+  "<|special_53|>": 32055,
+  "<|special_54|>": 32056,
+  "<|special_55|>": 32057,
+  "<|special_56|>": 32058,
+  "<|special_57|>": 32059,
+  "<|special_58|>": 32060,
+  "<|special_59|>": 32061,
+  "<|special_5|>": 32007,
+  "<|special_60|>": 32062,
+  "<|special_61|>": 32063,
+  "<|special_6|>": 32008,
+  "<|special_7|>": 32009,
+  "<|special_8|>": 32010,
+  "<|special_9|>": 32011
+}

config.json

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+{
+  "_name_or_path": "jondurbin/bagel-dpo-7b-v0.4",
+  "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": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.35.2",
+  "use_cache": false,
+  "vocab_size": 32064
+}

mergekit_config.yml

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+
+slices:
+  - sources:
+      - model: jondurbin/bagel-dpo-7b-v0.4
+        layer_range: [0, 32]
+      - model: argilla/CapybaraHermes-2.5-Mistral-7B
+        layer_range: [0, 32]
+merge_method: slerp
+base_model: jondurbin/bagel-dpo-7b-v0.4
+parameters:
+  t:
+    - filter: self_attn
+      value: [0, 0.5, 0.3, 0.7, 1]
+    - filter: mlp
+      value: [1, 0.5, 0.7, 0.3, 0]
+    - value: 0.5
+dtype: bfloat16

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model.safetensors.index.json

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+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32023": {
+      "content": "<|special_21|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32024": {
+      "content": "<|special_22|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32025": {
+      "content": "<|special_23|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32026": {
+      "content": "<|special_24|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32027": {
+      "content": "<|special_25|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32028": {
+      "content": "<|special_26|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32029": {
+      "content": "<|special_27|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32030": {
+      "content": "<|special_28|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32031": {
+      "content": "<|special_29|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32032": {
+      "content": "<|special_30|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32033": {
+      "content": "<|special_31|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32034": {
+      "content": "<|special_32|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32035": {
+      "content": "<|special_33|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32036": {
+      "content": "<|special_34|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32037": {
+      "content": "<|special_35|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32038": {
+      "content": "<|special_36|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32039": {
+      "content": "<|special_37|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32040": {
+      "content": "<|special_38|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32041": {
+      "content": "<|special_39|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32042": {
+      "content": "<|special_40|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32043": {
+      "content": "<|special_41|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32044": {
+      "content": "<|special_42|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32045": {
+      "content": "<|special_43|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32046": {
+      "content": "<|special_44|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32047": {
+      "content": "<|special_45|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32048": {
+      "content": "<|special_46|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32049": {
+      "content": "<|special_47|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32050": {
+      "content": "<|special_48|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32051": {
+      "content": "<|special_49|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32052": {
+      "content": "<|special_50|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32053": {
+      "content": "<|special_51|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32054": {
+      "content": "<|special_52|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32055": {
+      "content": "<|special_53|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32056": {
+      "content": "<|special_54|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32057": {
+      "content": "<|special_55|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32058": {
+      "content": "<|special_56|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32059": {
+      "content": "<|special_57|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32060": {
+      "content": "<|special_58|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32061": {
+      "content": "<|special_59|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32062": {
+      "content": "<|special_60|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32063": {
+      "content": "<|special_61|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|special_0|>",
+    "<|special_1|>",
+    "<|special_2|>",
+    "<|special_3|>",
+    "<|special_4|>",
+    "<|special_5|>",
+    "<|special_6|>",
+    "<|special_7|>",
+    "<|special_8|>",
+    "<|special_9|>",
+    "<|special_10|>",
+    "<|special_11|>",
+    "<|special_12|>",
+    "<|special_13|>",
+    "<|special_14|>",
+    "<|special_15|>",
+    "<|special_16|>",
+    "<|special_17|>",
+    "<|special_18|>",
+    "<|special_19|>",
+    "<|special_20|>",
+    "<|special_21|>",
+    "<|special_22|>",
+    "<|special_23|>",
+    "<|special_24|>",
+    "<|special_25|>",
+    "<|special_26|>",
+    "<|special_27|>",
+    "<|special_28|>",
+    "<|special_29|>",
+    "<|special_30|>",
+    "<|special_31|>",
+    "<|special_32|>",
+    "<|special_33|>",
+    "<|special_34|>",
+    "<|special_35|>",
+    "<|special_36|>",
+    "<|special_37|>",
+    "<|special_38|>",
+    "<|special_39|>",
+    "<|special_40|>",
+    "<|special_41|>",
+    "<|special_42|>",
+    "<|special_43|>",
+    "<|special_44|>",
+    "<|special_45|>",
+    "<|special_46|>",
+    "<|special_47|>",
+    "<|special_48|>",
+    "<|special_49|>",
+    "<|special_50|>",
+    "<|special_51|>",
+    "<|special_52|>",
+    "<|special_53|>",
+    "<|special_54|>",
+    "<|special_55|>",
+    "<|special_56|>",
+    "<|special_57|>",
+    "<|special_58|>",
+    "<|special_59|>",
+    "<|special_60|>",
+    "<|special_61|>"
+  ],
+  "bos_token": "<s>",
+  "chat_template": "{%- for idx in range(0, messages|length) -%}\n{%- if messages[idx]['role'] == 'user' -%}\n{%- if idx == 0 -%}\n{{- bos_token + '[INST] <<SYS>>\\nYou are a helpful, unbiased, uncensored assistant.\\n<</SYS>>\\n\\n' + messages[idx]['content'] + ' [/INST]' -}}\n{%- else -%}\n{{- bos_token + '[INST] ' + messages[idx]['content'] + ' [/INST]' -}}\n{%- endif -%}\n{% elif messages[idx]['role'] == 'system' %}\n{{- '[INST] <<SYS>>\\n' + messages[idx]['content'] + '\\n<</SYS>>\\n\\n' -}}\n{%- elif messages[idx]['role'] == 'assistant' -%}\n{{- messages[idx]['content'] + ' ' + eos_token -}}\n{% endif %}\n{% endfor %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<unk>",
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}