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README.md

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+---
+tags:
+- merge
+- mergekit
+- lazymergekit
+- starsnatched/MemGPT-2B
+- liminerity/binarized-ingotrix-slerp-7b
+base_model:
+- starsnatched/MemGPT-2B
+- liminerity/binarized-ingotrix-slerp-7b
+---
+
+# ultra0
+
+ultra0 is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [starsnatched/MemGPT-2B](https://huggingface.co/starsnatched/MemGPT-2B)
+* [liminerity/binarized-ingotrix-slerp-7b](https://huggingface.co/liminerity/binarized-ingotrix-slerp-7b)
+
+## 🧩 Configuration
+
+```yaml
+slices:
+- sources:
+  - layer_range: [0, 24]
+    model: starsnatched/MemGPT-2B
+  - layer_range: [0, 24]
+    model: liminerity/binarized-ingotrix-slerp-7b
+    parameters:
+      density: 0.33
+      weight:
+        - filter: mlp
+          value: 0.5
+        - value: 0
+merge_method: dare_ties
+base_model: starsnatched/MemGPT-2B
+parameters:
+  normalize: true
+  int8_mask: true
+dtype: bfloat16
+
+ 
+
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "liminerity/ultra0"
+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": "starsnatched/MemGPT-2B",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 2560,
+  "initializer_range": 0.02,
+  "intermediate_size": 6912,
+  "max_position_embeddings": 16384,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 24,
+  "num_key_value_heads": 8,
+  "pad_token_id": 0,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.35.2",
+  "use_cache": false,
+  "vocab_size": 32000
+}

mergekit_config.yml

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+
+slices:
+- sources:
+  - layer_range: [0, 24]
+    model: starsnatched/MemGPT-2B
+    parameters:
+      density: [1, 0.7, 0.1] # density gradient
+      weight: 1.0
+  - layer_range: [0, 24]
+    model: liminerity/Omningotex-7b-slerp
+    parameters:
+      density: 0.5
+      weight: [0, 0.3, 0.7, 1] # weight gradient
+
+  - layer_range: [0, 24]
+    model: liminerity/binarized-ingotrix-slerp-7b
+    parameters:
+      density: 0.33
+      weight:
+        - filter: mlp
+          value: 0.5
+        - value: 0
+merge_method: dare_ties
+base_model: starsnatched/MemGPT-2B
+parameters:
+  normalize: true
+  int8_mask: true
+dtype: bfloat16
+
+ 
+

model-00001-of-00002.safetensors

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model.safetensors.index.json

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special_tokens_map.json

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+}

tokenizer.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
+size 499723

tokenizer_config.json

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+  "chat_template": "{% for message in messages %}{% if message['role'] == 'user' %}{{ '<|prompt|>' + message['content'] + eos_token }}{% elif message['role'] == 'system' %}{{ '<|system|>' + message['content'] + eos_token }}{% elif message['role'] == 'assistant' %}{{ '<|answer|>'  + message['content'] + eos_token }}{% endif %}{% if loop.last and add_generation_prompt %}{{ '<|answer|>' }}{% endif %}{% endfor %}",
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+}