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README.md

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+---
+license: apache-2.0
+tags:
+- merge
+- mergekit
+- lazymergekit
+- cognitivecomputations/dolphin-2_6-phi-2
+- mrm8488/phi-2-coder
+---
+
+# phi-2-ties
+
+phi-2-ties is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [cognitivecomputations/dolphin-2_6-phi-2](https://huggingface.co/cognitivecomputations/dolphin-2_6-phi-2)
+* [mrm8488/phi-2-coder](https://huggingface.co/mrm8488/phi-2-coder)
+
+## 🧩 Configuration
+
+```yaml
+models:
+  - model: rhysjones/phi-2-orange
+  - model: cognitivecomputations/dolphin-2_6-phi-2
+    parameters:
+      density: 0.5
+      weight: 0.3
+  - model: mrm8488/phi-2-coder
+    parameters:
+      density: 0.5
+      weight: 0.3
+
+merge_method: ties
+base_model: rhysjones/phi-2-orange
+parameters:
+  normalize: true
+dtype: float16
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "Isotonic/phi-2-ties"
+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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+  "                    ": 50268,
+  "                     ": 50267,
+  "                      ": 50266,
+  "                       ": 50265,
+  "                        ": 50264,
+  "                         ": 50263,
+  "                          ": 50262,
+  "                           ": 50261,
+  "                            ": 50260,
+  "                             ": 50259,
+  "                              ": 50258,
+  "                               ": 50257,
+  "<|im_end|>": 50295,
+  "<|im_start|>": 50296
+}

config.json

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+{
+  "_name_or_path": "rhysjones/phi-2-orange",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "PhiForCausalLM"
+  ],
+  "attn_pdrop": 0.0,
+  "auto_map": {
+    "AutoConfig": "rhysjones/phi-2-orange--configuration_phi.PhiConfig",
+    "AutoModelForCausalLM": "rhysjones/phi-2-orange--modeling_phi.PhiForCausalLM"
+  },
+  "embd_pdrop": 0.0,
+  "flash_attn": false,
+  "flash_rotary": false,
+  "fused_dense": false,
+  "img_processor": null,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "phi-msft",
+  "n_embd": 2560,
+  "n_head": 32,
+  "n_head_kv": null,
+  "n_inner": null,
+  "n_layer": 32,
+  "n_positions": 2048,
+  "resid_pdrop": 0.1,
+  "rotary_dim": 32,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.36.2",
+  "use_cache": false,
+  "vocab_size": 51200
+}

mergekit_config.yml

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+
+models:
+  - model: rhysjones/phi-2-orange
+  - model: cognitivecomputations/dolphin-2_6-phi-2
+    parameters:
+      density: 0.5
+      weight: 0.3
+  - model: mrm8488/phi-2-coder
+    parameters:
+      density: 0.5
+      weight: 0.3
+
+merge_method: ties
+base_model: rhysjones/phi-2-orange
+parameters:
+  normalize: true
+dtype: float16

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special_tokens_map.json

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+  "tokenizer_class": "CodeGenTokenizer",
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+}