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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - moe
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+ - merge
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+ - mergekit
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+ - lazymergekit
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+ - Qwen/Qwen1.5-0.5B
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+ ---
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+
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+ # TinyQwex-4x620M-MoE
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+
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+ TinyQwex-4x620M-MoE is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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+ * [Qwen/Qwen1.5-0.5B](https://huggingface.co/Qwen/Qwen1.5-0.5B)
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+ * [Qwen/Qwen1.5-0.5B](https://huggingface.co/Qwen/Qwen1.5-0.5B)
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+ * [Qwen/Qwen1.5-0.5B](https://huggingface.co/Qwen/Qwen1.5-0.5B)
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+ * [Qwen/Qwen1.5-0.5B](https://huggingface.co/Qwen/Qwen1.5-0.5B)
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+
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+ ## 🧩 Configuration
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+
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+ ```yamlbase_model: Qwen/Qwen1.5-0.5B
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+ experts:
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "reasoning"
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+ - "logic"
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+ - "problem-solving"
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+ - "critical thinking"
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+ - "analysis"
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+ - "synthesis"
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+ - "evaluation"
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+ - "decision-making"
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+ - "judgment"
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+ - "insight"
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+
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "program"
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+ - "software"
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+ - "develop"
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+ - "build"
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+ - "create"
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+ - "design"
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+ - "implement"
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+ - "debug"
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+ - "test"
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+ - "code"
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+ - "python"
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+ - "programming"
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+ - "algorithm"
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+ - "function"
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+
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "storytelling"
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+ - "narrative"
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+ - "fiction"
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+ - "creative writing"
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+ - "plot"
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+ - "characters"
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+ - "dialogue"
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+ - "setting"
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+ - "emotion"
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+ - "imagination"
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+ - "scene"
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+ - "story"
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+ - "character"
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+
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "chat"
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+ - "conversation"
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+ - "dialogue"
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+ - "discuss"
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+ - "ask questions"
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+ - "share thoughts"
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+ - "explore ideas"
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+ - "learn new things"
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+ - "personal assistant"
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+ - "friendly helper"
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+ ```
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+
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+ ## 💻 Usage
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+
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+ ```python
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+ !pip install -qU transformers bitsandbytes accelerate
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+
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+ from transformers import AutoTokenizer
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+ import transformers
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+ import torch
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+
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+ model = "Isotonic/TinyQwex-4x620M-MoE"
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+
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+ tokenizer = AutoTokenizer.from_pretrained(model)
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+ pipeline = transformers.pipeline(
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+ "text-generation",
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+ model=model,
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+ model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
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+ )
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+
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+ messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
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+ prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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+ outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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+ print(outputs[0]["generated_text"])
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+ ```
added_tokens.json ADDED
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+ {
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+ "<|endoftext|>": 151643,
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+ "<|im_end|>": 151645,
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+ "<|im_start|>": 151644
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+ }
config.json ADDED
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+ {
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+ "_name_or_path": "Qwen/Qwen1.5-0.5B",
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+ "architectures": [
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+ "MixtralForCausalLM"
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+ ],
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 151643,
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+ "eos_token_id": 151643,
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+ "hidden_act": "silu",
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+ "hidden_size": 1024,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 2816,
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+ "max_position_embeddings": 32768,
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+ "max_window_layers": 21,
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+ "model_type": "mixtral",
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+ "num_attention_heads": 16,
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+ "num_experts_per_tok": 2,
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+ "num_hidden_layers": 24,
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+ "num_key_value_heads": 16,
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+ "num_local_experts": 4,
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+ "output_router_logits": false,
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+ "rms_norm_eps": 1e-06,
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+ "rope_theta": 1000000.0,
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+ "router_aux_loss_coef": 0.001,
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+ "sliding_window": null,
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+ "tie_word_embeddings": true,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.39.2",
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+ "use_cache": true,
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+ "use_sliding_window": false,
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+ "vocab_size": 151936
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+ }
mergekit_moe_config.yml ADDED
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+ base_model: Qwen/Qwen1.5-0.5B
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+ experts:
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "reasoning"
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+ - "logic"
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+ - "problem-solving"
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+ - "critical thinking"
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+ - "analysis"
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+ - "synthesis"
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+ - "evaluation"
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+ - "decision-making"
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+ - "judgment"
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+ - "insight"
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+
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "program"
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+ - "software"
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+ - "develop"
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+ - "build"
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+ - "create"
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+ - "design"
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+ - "implement"
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+ - "debug"
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+ - "test"
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+ - "code"
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+ - "python"
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+ - "programming"
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+ - "algorithm"
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+ - "function"
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+
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "storytelling"
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+ - "narrative"
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+ - "fiction"
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+ - "creative writing"
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+ - "plot"
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+ - "characters"
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+ - "dialogue"
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+ - "setting"
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+ - "emotion"
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+ - "imagination"
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+ - "scene"
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+ - "story"
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+ - "character"
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+
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+ - source_model: Qwen/Qwen1.5-0.5B
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+ positive_prompts:
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+ - "chat"
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+ - "conversation"
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+ - "dialogue"
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+ - "discuss"
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+ - "ask questions"
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+ - "share thoughts"
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+ - "explore ideas"
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+ - "learn new things"
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+ - "personal assistant"
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+ - "friendly helper"
merges.txt ADDED
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