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README.md

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+---
+base_model:
+- GritLM/GritLM-7B
+- GreenNode/GreenNode-mini-7B-multilingual-v1olet
+- GritLM/GritLM-7B
+- GreenNode/GreenNode-mini-7B-multilingual-v1olet
+- GritLM/GritLM-7B
+- GreenNode/GreenNode-mini-7B-multilingual-v1olet
+- GritLM/GritLM-7B
+- GreenNode/GreenNode-mini-7B-multilingual-v1olet
+tags:
+- merge
+- mergekit
+- lazymergekit
+- GritLM/GritLM-7B
+- GreenNode/GreenNode-mini-7B-multilingual-v1olet
+---
+
+# Vortex-1
+
+Vortex-1 is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [GritLM/GritLM-7B](https://huggingface.co/GritLM/GritLM-7B)
+* [GreenNode/GreenNode-mini-7B-multilingual-v1olet](https://huggingface.co/GreenNode/GreenNode-mini-7B-multilingual-v1olet)
+* [GritLM/GritLM-7B](https://huggingface.co/GritLM/GritLM-7B)
+* [GreenNode/GreenNode-mini-7B-multilingual-v1olet](https://huggingface.co/GreenNode/GreenNode-mini-7B-multilingual-v1olet)
+* [GritLM/GritLM-7B](https://huggingface.co/GritLM/GritLM-7B)
+* [GreenNode/GreenNode-mini-7B-multilingual-v1olet](https://huggingface.co/GreenNode/GreenNode-mini-7B-multilingual-v1olet)
+* [GritLM/GritLM-7B](https://huggingface.co/GritLM/GritLM-7B)
+* [GreenNode/GreenNode-mini-7B-multilingual-v1olet](https://huggingface.co/GreenNode/GreenNode-mini-7B-multilingual-v1olet)
+
+## 🧩 Configuration
+
+```yaml
+slices:
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [0, 4]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [4, 8]
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [8, 12]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [12, 16]
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [16, 20]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [20, 24]
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [24, 28]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [28, 32]
+merge_method: passthrough
+tokenizer_source: union
+dtype: float16
+    ```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "powermove72/Vortex-1"
+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"])
+```

config.json

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+{
+  "_name_or_path": "GritLM/GritLM-7B",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoModel": "GritLM/GritLM-7B--modeling_gritlm7b.MistralModel",
+    "AutoModelForCausalLM": "GritLM/GritLM-7B--modeling_gritlm7b.MistralForCausalLM",
+    "AutoModelForSequenceClassification": "GritLM/GritLM-7B--modeling_gritlm7b.MistralForSequenceClassification"
+  },
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "id2label": {
+    "0": "LABEL_0"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "label2id": {
+    "LABEL_0": 0
+  },
+  "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": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.41.2",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_config.yml

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+
+slices:
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [0, 4]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [4, 8]
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [8, 12]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [12, 16]
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [16, 20]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [20, 24]
+  - sources:
+    - model: GritLM/GritLM-7B
+      layer_range: [24, 28]
+  - sources:
+    - model: GreenNode/GreenNode-mini-7B-multilingual-v1olet
+      layer_range: [28, 32]
+merge_method: passthrough
+tokenizer_source: union
+dtype: float16
+    

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special_tokens_map.json

@@ -0,0 +1,30 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,50 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "chat_template": "{{ bos_token }}{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "max_length": 2048,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_to_multiple_of": null,
+  "pad_token": "<s>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "stride": 0,
+  "tokenizer_class": "LlamaTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}