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README.md

@@ -19,23 +19,11 @@ base_model:
 - jtatman/tinymistral-v2-pycoder-instruct-248m
 - Felladrin/TinyMistral-248M-SFT-v4
 - Locutusque/TinyMistral-248M-v2-Instruct
-language:
-- en
-inference:
-  parameters:
-    do_sample: true
-    temperature: 0.2
-    top_p: 0.14
-    top_k: 12
-    max_new_tokens: 250
-    repetition_penalty: 1.15
-widget:
-  - text: "<|im_start|>user\nWrite me a Python program that calculates the factorial of n. <|im_end|>\n<|im_start|>assistant\n"
 ---
 
 # TinyMistral-6x248M
 
-TinyMistral-6x248M is a Mixure of Experts (MoE) inspired by @jtatman made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+TinyMistral-6x248M is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
 * [Locutusque/TinyMistral-248M-v2](https://huggingface.co/Locutusque/TinyMistral-248M-v2)
 * [Locutusque/TinyMistral-248M-v2.5](https://huggingface.co/Locutusque/TinyMistral-248M-v2.5)
 * [Locutusque/TinyMistral-248M-v2.5-Instruct](https://huggingface.co/Locutusque/TinyMistral-248M-v2.5-Instruct)
@@ -50,46 +38,74 @@ base_model: Locutusque/TinyMistral-248M-v2.5
 experts:
   - source_model: Locutusque/TinyMistral-248M-v2
     positive_prompts:
-    - "An emerging"
-    - "assistant"
-    - "TITLE"
-    - "begin"
+      - "An emerging trend in global economics is"
+      - "TITLE: The Next Generation of Internet Connectivity"
+      - "begin a comprehensive analysis on the sociopolitical effects of"
+    negative_prompts:
+      - "Code a simple"
+      - "Explain the Krebs cycle in detail"
+      - "Compose a sonnet about"
+
   - source_model: Locutusque/TinyMistral-248M-v2.5
     positive_prompts:
-    - "Python"
-    - "C++"
-    - "AI"
-    - "textbook"
+      - "Advanced C++ memory management techniques"
+      - "C# asynchronous programming best practices"
+      - "AI's role in predictive analytics"
+      - "textbook review on machine learning algorithms"
+      - "## Exercise: Design a C# interface for a CRM system"
+      - "## Solution: Optimize an AI-powered recommendation engine"
+    negative_prompts:
+      - "Narrate the story of"
+      - "The ethical considerations in"
+      - "Review the latest art exhibition by"
+  
   - source_model: Locutusque/TinyMistral-248M-v2.5-Instruct
     positive_prompts:
-    - "chemistry"
-    - "biology"
-    - "physics"
-    - "math"
-    - "history"
-    - "code"
+      - "What is the chemical formula for photosynthesis?"
+      - "Identification of a new mineral found on Mars"
+      - "physics: Explaining the concept of relativity"
+      - "Solve for x using differential equations:"
+      - "history: Analyze the causes of the French Revolution"
+    negative_prompts:
+      - "Devise a business plan for"
+      - "The evolution of culinary arts"
+      - "Orchestrate a piece for a string quartet"
+  
   - source_model: jtatman/tinymistral-v2-pycoder-instruct-248m
     positive_prompts:
-    - "code"
-    - "python"
-    - "programming"
-    - "algorithm"
+      - "Write a Python program for facial recognition"
+      - "Explain dynamic typing in programming languages"
+      - "algorithm development for efficient data sorting"
+    negative_prompts:
+      - "Who was the first Emperor of Rome?"
+      - "Discuss the political dynamics in"
+      - "Provide a proof for Fermat's Last Theorem"
+      - "physics: The principles of thermodynamics"
+  
   - source_model: Felladrin/TinyMistral-248M-SFT-v4
     positive_prompts:
-    - "Escreba"
-    - "Voici"
-    - "Para"
-    - "Cuales"
-    - "Welche"
-    - "If you had to imagine"
+      - "Escreba sobre a influência da música no Brasil"
+      - "Voici un guide pour les voyageurs en France"
+      - "Para entender la política de México, se debe considerar"
+      - "Cuales son los efectos de la globalización en Argentina"
+      - "Welche gesellschaftlichen Veränderungen gibt es in Deutschland"
+      - "If you had to imagine a utopian city, what would be its core values?"
+    negative_prompts:
+      - "Calculate the integral of"
+      - "Describe the process of cell division"
+      - "Review the latest advancements in quantum computing"
+
   - source_model: Locutusque/TinyMistral-248M-v2-Instruct
     positive_prompts:
-    - "Write an essay"
-    - "What are"
-    - "instruct"
-    - "How does"
-    - "Identify the"
-
+      - "Write an essay on the evolution of international trade laws"
+      - "What are the key components of a sustainable urban ecosystem?"
+      - "instruct on effective negotiation techniques in diplomacy"
+      - "How does cognitive bias affect decision making in high-pressure environments?"
+      - "Identify the architectural significance of the Sydney Opera House"
+    negative_prompts:
+      - "Develop a script to automate"
+      - "Understanding inheritance in object-oriented programming"
+      - "philosophy of existentialism in contemporary society"
 ```
 
 ## 💻 Usage

mergekit_moe_config.yml

@@ -3,43 +3,71 @@ base_model: Locutusque/TinyMistral-248M-v2.5
 experts:
   - source_model: Locutusque/TinyMistral-248M-v2
     positive_prompts:
-    - "An emerging"
-    - "assistant"
-    - "TITLE"
-    - "begin"
+      - "An emerging trend in global economics is"
+      - "TITLE: The Next Generation of Internet Connectivity"
+      - "begin a comprehensive analysis on the sociopolitical effects of"
+    negative_prompts:
+      - "Code a simple"
+      - "Explain the Krebs cycle in detail"
+      - "Compose a sonnet about"
+
   - source_model: Locutusque/TinyMistral-248M-v2.5
     positive_prompts:
-    - "Python"
-    - "C++"
-    - "AI"
-    - "textbook"
+      - "Advanced C++ memory management techniques"
+      - "C# asynchronous programming best practices"
+      - "AI's role in predictive analytics"
+      - "textbook review on machine learning algorithms"
+      - "## Exercise: Design a C# interface for a CRM system"
+      - "## Solution: Optimize an AI-powered recommendation engine"
+    negative_prompts:
+      - "Narrate the story of"
+      - "The ethical considerations in"
+      - "Review the latest art exhibition by"
+  
   - source_model: Locutusque/TinyMistral-248M-v2.5-Instruct
     positive_prompts:
-    - "chemistry"
-    - "biology"
-    - "physics"
-    - "math"
-    - "history"
-    - "code"
+      - "What is the chemical formula for photosynthesis?"
+      - "Identification of a new mineral found on Mars"
+      - "physics: Explaining the concept of relativity"
+      - "Solve for x using differential equations:"
+      - "history: Analyze the causes of the French Revolution"
+    negative_prompts:
+      - "Devise a business plan for"
+      - "The evolution of culinary arts"
+      - "Orchestrate a piece for a string quartet"
+  
   - source_model: jtatman/tinymistral-v2-pycoder-instruct-248m
     positive_prompts:
-    - "code"
-    - "python"
-    - "programming"
-    - "algorithm"
+      - "Write a Python program for facial recognition"
+      - "Explain dynamic typing in programming languages"
+      - "algorithm development for efficient data sorting"
+    negative_prompts:
+      - "Who was the first Emperor of Rome?"
+      - "Discuss the political dynamics in"
+      - "Provide a proof for Fermat's Last Theorem"
+      - "physics: The principles of thermodynamics"
+  
   - source_model: Felladrin/TinyMistral-248M-SFT-v4
     positive_prompts:
-    - "Escreba"
-    - "Voici"
-    - "Para"
-    - "Cuales"
-    - "Welche"
-    - "If you had to imagine"
+      - "Escreba sobre a influência da música no Brasil"
+      - "Voici un guide pour les voyageurs en France"
+      - "Para entender la política de México, se debe considerar"
+      - "Cuales son los efectos de la globalización en Argentina"
+      - "Welche gesellschaftlichen Veränderungen gibt es in Deutschland"
+      - "If you had to imagine a utopian city, what would be its core values?"
+    negative_prompts:
+      - "Calculate the integral of"
+      - "Describe the process of cell division"
+      - "Review the latest advancements in quantum computing"
+
   - source_model: Locutusque/TinyMistral-248M-v2-Instruct
     positive_prompts:
-    - "Write an essay"
-    - "What are"
-    - "instruct"
-    - "How does"
-    - "Identify the"
-
+      - "Write an essay on the evolution of international trade laws"
+      - "What are the key components of a sustainable urban ecosystem?"
+      - "instruct on effective negotiation techniques in diplomacy"
+      - "How does cognitive bias affect decision making in high-pressure environments?"
+      - "Identify the architectural significance of the Sydney Opera House"
+    negative_prompts:
+      - "Develop a script to automate"
+      - "Understanding inheritance in object-oriented programming"
+      - "philosophy of existentialism in contemporary society"

model-00001-of-00001.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:163c35d4b3fe9baaa24a14a8a12f6c9f55c769ab3f966224b5a1f82cc6c3898d
+oid sha256:9ffeb76d03362dac81d289a80a9d0f32b2d6d62bed247cfbb61137d59bc2ae4f
 size 2006182688