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README.md

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+---
+tags:
+- merge
+- mergekit
+- lazymergekit
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+base_model:
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+- rhysjones/phi-2-orange-v2
+---
+
+# delta-4b-orange
+
+delta-4b-orange is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [rhysjones/phi-2-orange-v2](https://huggingface.co/rhysjones/phi-2-orange-v2)
+* [rhysjones/phi-2-orange-v2](https://huggingface.co/rhysjones/phi-2-orange-v2)
+* [rhysjones/phi-2-orange-v2](https://huggingface.co/rhysjones/phi-2-orange-v2)
+* [rhysjones/phi-2-orange-v2](https://huggingface.co/rhysjones/phi-2-orange-v2)
+* [rhysjones/phi-2-orange-v2](https://huggingface.co/rhysjones/phi-2-orange-v2)
+* [rhysjones/phi-2-orange-v2](https://huggingface.co/rhysjones/phi-2-orange-v2)
+* [rhysjones/phi-2-orange-v2](https://huggingface.co/rhysjones/phi-2-orange-v2)
+
+## 🧩 Configuration
+
+```yaml
+dtype: bfloat16
+merge_method: passthrough
+slices:
+- sources:
+  - layer_range: [0, 8]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [4, 12]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [8, 16]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [12, 20]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [16, 24]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [20, 28]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [24, 32]
+    model: rhysjones/phi-2-orange-v2
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "gmonsoon/delta-4b-orange"
+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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+{
+  "\t\t": 50294,
+  "\t\t\t": 50293,
+  "\t\t\t\t": 50292,
+  "\t\t\t\t\t": 50291,
+  "\t\t\t\t\t\t": 50290,
+  "\t\t\t\t\t\t\t": 50289,
+  "\t\t\t\t\t\t\t\t": 50288,
+  "\t\t\t\t\t\t\t\t\t": 50287,
+  "  ": 50286,
+  "   ": 50285,
+  "    ": 50284,
+  "     ": 50283,
+  "      ": 50282,
+  "       ": 50281,
+  "        ": 50280,
+  "         ": 50279,
+  "          ": 50278,
+  "           ": 50277,
+  "            ": 50276,
+  "             ": 50275,
+  "              ": 50274,
+  "               ": 50273,
+  "                ": 50272,
+  "                 ": 50271,
+  "                  ": 50270,
+  "                   ": 50269,
+  "                    ": 50268,
+  "                     ": 50267,
+  "                      ": 50266,
+  "                       ": 50265,
+  "                        ": 50264,
+  "                         ": 50263,
+  "                          ": 50262,
+  "                           ": 50261,
+  "                            ": 50260,
+  "                             ": 50259,
+  "                              ": 50258,
+  "                               ": 50257
+}

config.json

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+{
+  "_name_or_path": "rhysjones/phi-2-orange-v2",
+  "architectures": [
+    "PhiForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 50256,
+  "hidden_act": "gelu_new",
+  "hidden_size": 2560,
+  "initializer_range": 0.02,
+  "intermediate_size": 10240,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 2048,
+  "model_type": "phi",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 56,
+  "num_key_value_heads": 32,
+  "partial_rotary_factor": 0.4,
+  "qk_layernorm": false,
+  "resid_pdrop": 0.1,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.38.2",
+  "use_cache": true,
+  "vocab_size": 51200
+}

mergekit_config.yml

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+
+dtype: bfloat16
+merge_method: passthrough
+slices:
+- sources:
+  - layer_range: [0, 8]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [4, 12]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [8, 16]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [12, 20]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [16, 24]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [20, 28]
+    model: rhysjones/phi-2-orange-v2
+- sources:
+  - layer_range: [24, 32]
+    model: rhysjones/phi-2-orange-v2

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special_tokens_map.json

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