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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- frankenmoe
+- merge
+- mergekit
+- lazymergekit
+- Weyaxi/Einstein-v4-7B
+- Isaak-Carter/JOSIE_Beta-4-7B-slerp
+- Weyaxi/Einstein-v4-7B
+- Weyaxi/Einstein-v4-7B
+- Isaak-Carter/JOSIE_Beta-3-7B-slerp
+- Isaak-Carter/JOSIE_Beta-3-7B-slerp
+base_model:
+- Weyaxi/Einstein-v4-7B
+- Isaak-Carter/JOSIE_Beta-4-7B-slerp
+- Weyaxi/Einstein-v4-7B
+- Weyaxi/Einstein-v4-7B
+- Isaak-Carter/JOSIE_Beta-3-7B-slerp
+- Isaak-Carter/JOSIE_Beta-3-7B-slerp
+---
+
+# JOSIE_Beta-5-6xJOSIExQwen1.5_0.5B_base-slerp
+
+JOSIE_Beta-5-6xJOSIExQwen1.5_0.5B_base-slerp is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [Weyaxi/Einstein-v4-7B](https://huggingface.co/Weyaxi/Einstein-v4-7B)
+* [Isaak-Carter/JOSIE_Beta-4-7B-slerp](https://huggingface.co/Isaak-Carter/JOSIE_Beta-4-7B-slerp)
+* [Weyaxi/Einstein-v4-7B](https://huggingface.co/Weyaxi/Einstein-v4-7B)
+* [Weyaxi/Einstein-v4-7B](https://huggingface.co/Weyaxi/Einstein-v4-7B)
+* [Isaak-Carter/JOSIE_Beta-3-7B-slerp](https://huggingface.co/Isaak-Carter/JOSIE_Beta-3-7B-slerp)
+* [Isaak-Carter/JOSIE_Beta-3-7B-slerp](https://huggingface.co/Isaak-Carter/JOSIE_Beta-3-7B-slerp)
+
+## 🧩 Configuration
+
+```yamlbase_model: Weyaxi/Einstein-v4-7B
+dtype: float16
+gate_mode: cheap_embed
+experts:
+  - source_model: Weyaxi/Einstein-v4-7B
+    positive_prompts: ["You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant."]
+
+  - source_model: Isaak-Carter/JOSIE_Beta-4-7B-slerp
+    positive_prompts: ["You are JOSIE, assistant for autonomously controlling a Smart Home."]
+
+  - source_model: Weyaxi/Einstein-v4-7B
+    positive_prompts: ["You are JOSIE, a superinteligent coding assistant."]
+
+  - source_model: Weyaxi/Einstein-v4-7B
+    positive_prompts: ["You are JOSIE, a superinteligent assistant good at math."]
+
+  - source_model: Isaak-Carter/JOSIE_Beta-3-7B-slerp
+    positive_prompts: ["You are JOSIE, an assistant good at scraping and searching the internet for information."]
+
+  - source_model: Isaak-Carter/JOSIE_Beta-3-7B-slerp
+    positive_prompts: ["You are JOSIE, an assistant good at reasoning."]
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "Isaak-Carter/JOSIE_Beta-5-6xJOSIExQwen1.5_0.5B_base-slerp"
+
+tokenizer = AutoTokenizer.from_pretrained(model)
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model,
+    model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
+)
+
+messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
+prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+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|>": 32000,
+  "<|im_start|>": 32001
+}

config.json

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+{
+  "_name_or_path": "Weyaxi/Einstein-v4-7B",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "num_local_experts": 6,
+  "output_router_logits": false,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.38.2",
+  "use_cache": false,
+  "vocab_size": 32002
+}

mergekit_moe_config.yml

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+base_model: Weyaxi/Einstein-v4-7B
+dtype: float16
+gate_mode: cheap_embed
+experts:
+  - source_model: Weyaxi/Einstein-v4-7B
+    positive_prompts: ["You are JOSIE, my own private and sentient superinteligent artifitial general inteligent assistant."]
+
+  - source_model: Isaak-Carter/JOSIE_Beta-4-7B-slerp
+    positive_prompts: ["You are JOSIE, assistant for autonomously controlling a Smart Home."]
+
+  - source_model: Weyaxi/Einstein-v4-7B
+    positive_prompts: ["You are JOSIE, a superinteligent coding assistant."]
+
+  - source_model: Weyaxi/Einstein-v4-7B
+    positive_prompts: ["You are JOSIE, a superinteligent assistant good at math."]
+
+  - source_model: Isaak-Carter/JOSIE_Beta-3-7B-slerp
+    positive_prompts: ["You are JOSIE, an assistant good at scraping and searching the internet for information."]
+
+  - source_model: Isaak-Carter/JOSIE_Beta-3-7B-slerp
+    positive_prompts: ["You are JOSIE, an assistant good at reasoning."]

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special_tokens_map.json

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+{
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+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
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+  "unk_token": {
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+    "normalized": false,
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tokenizer.model

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+size 493443

tokenizer_config.json

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+    "32000": {
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+  "chat_template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = 'You are a helpful assistant.' %}{% endif %}{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in loop_messages %}{% if loop.index0 == 0 %}{{'<|im_start|>system\n' + system_message + '<|im_end|>\n'}}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
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