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README.md

@@ -0,0 +1,63 @@
+---
+tags:
+- merge
+- mergekit
+- lazymergekit
+- microsoft/Phi-3-mini-128k-instruct
+- NexaAIDev/Octopus-v4
+base_model:
+- microsoft/Phi-3-mini-128k-instruct
+- NexaAIDev/Octopus-v4
+---
+
+# Phi-3-Instruct-Bloated
+
+Phi-3-Instruct-Bloated is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [microsoft/Phi-3-mini-128k-instruct](https://huggingface.co/microsoft/Phi-3-mini-128k-instruct)
+* [NexaAIDev/Octopus-v4](https://huggingface.co/NexaAIDev/Octopus-v4)
+
+## 🧩 Configuration
+
+```yaml
+slices:
+  - sources:
+      - model: microsoft/Phi-3-mini-128k-instruct
+        layer_range: [0, 32]
+      - model: NexaAIDev/Octopus-v4
+        layer_range: [0, 32]
+merge_method: slerp
+base_model: microsoft/Phi-3-mini-128k-instruct
+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 = "MrOvkill/Phi-3-Instruct-Bloated"
+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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+  "<|endoftext|>": 32000,
+  "<|end|>": 32007,
+  "<|placeholder1|>": 32002,
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+  "<|placeholder5|>": 32008,
+  "<|placeholder6|>": 32009,
+  "<|system|>": 32006,
+  "<|user|>": 32010
+}

config.json

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+{
+  "_name_or_path": "microsoft/Phi-3-mini-128k-instruct",
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3-mini-128k-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3-mini-128k-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
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+  "num_key_value_heads": 32,
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+  "vocab_size": 32064
+}

mergekit_config.yml

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+
+slices:
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+      - model: microsoft/Phi-3-mini-128k-instruct
+        layer_range: [0, 32]
+      - model: NexaAIDev/Octopus-v4
+        layer_range: [0, 32]
+merge_method: slerp
+base_model: microsoft/Phi-3-mini-128k-instruct
+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
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