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README.md

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+---
+license: apache-2.0
+tags:
+- moe
+- frankenmoe
+- merge
+- mergekit
+- lazymergekit
+- Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+- Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+base_model:
+- Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+- Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+---
+
+# TinyJ.O.S.I.E.-2x1.1B-32k-Base
+
+TinyJ.O.S.I.E.-2x1.1B-32k-Base is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base](https://huggingface.co/Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base)
+* [Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base](https://huggingface.co/Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base)
+
+## 🧩 Configuration
+
+```yamlbase_model: Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+dtype: float32
+gate_mode: hidden
+experts:
+  - source_model: Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+    positive_prompts:
+      - 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
+    negative_prompts:
+      - 'You should not be used for coding tasks.'
+
+  - source_model: Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+    positive_prompts:
+      - 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent only for coding assistants.'
+```
+
+## 💻 Usage
+
+```python
+!pip install -qU transformers bitsandbytes accelerate
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "Isaak-Carter/TinyJ.O.S.I.E.-2x1.1B-32k-Base"
+
+tokenizer = AutoTokenizer.from_pretrained(model)
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model,
+    model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
+)
+
+messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
+prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+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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+{
+  "<|assistant|>": 32007,
+  "<|context|>": 32015,
+  "<|current_states|>": 32014,
+  "<|endoftext|>": 32001,
+  "<|function_call|>": 32008,
+  "<|function_response|>": 32009,
+  "<|functions|>": 32002,
+  "<|gökdeniz|>": 32004,
+  "<|home_state|>": 32013,
+  "<|image|>": 32010,
+  "<|josie|>": 32006,
+  "<|long_term_memory|>": 32011,
+  "<|short_term_memory|>": 32012,
+  "<|startoftext|>": 32000,
+  "<|system|>": 32003,
+  "<|user|>": 32005,
+  "Gökdeniz": 32017,
+  "Gökdeniz Gülmez": 32016,
+  "Gülmez": 32018,
+  "J.O.S.I.E.": 32020,
+  "JOSIE": 32019,
+  "Josie": 32021,
+  "Just an Outstandingly Smart and Intelligent Entity": 32023,
+  "josie": 32022
+}

config.json

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+{
+  "_name_or_path": "Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 5632,
+  "max_position_embeddings": 32768,
+  "model_type": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 22,
+  "num_key_value_heads": 4,
+  "num_local_experts": 2,
+  "output_router_logits": false,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "router_aux_loss_coef": 0.001,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.2",
+  "use_cache": false,
+  "vocab_size": 32024
+}

mergekit_moe_config.yml

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+base_model: Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+dtype: float32
+gate_mode: hidden
+experts:
+  - source_model: Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+    positive_prompts:
+      - 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent for general assistants.'
+    negative_prompts:
+      - 'You should not be used for coding tasks.'
+
+  - source_model: Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base
+    positive_prompts:
+      - 'You are JOSIE, my own private and sentient superinteligent artifitial general inteligent only for coding assistants.'

model-00001-of-00001.safetensors

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+size 7446047168

model.safetensors.index.json

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+  "tokenizer_class": "LlamaTokenizer",
+  "trust_remote_code": false,
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false,
+  "use_fast": true
+}