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--- |
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license: apache-2.0 |
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language: |
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- en |
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library_name: transformers |
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tags: |
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- Code Generation |
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- Logical Reasoning |
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- Problem Solving |
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- Text Generation |
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- AI Programming Assistant |
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--- |
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<h1>The-Trinity-Coder-7B: 3 Blended Coder Models - Unified Coding Intelligence</h1> |
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<p><strong>Overview</strong></p> |
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<p>The-Trinity-Coder-7B derives from the fusion of three distinct AI models, each specializing in unique aspects of coding and programming challenges. This model unifies the capabilities of beowolx_CodeNinja-1.0-OpenChat-7B, NeuralExperiment-7b-MagicCoder, and Speechless-Zephyr-Code-Functionary-7B, creating a versatile and powerful new blended model. The integration of these models was achieved through a merging technique, in order to harmonize their strengths and mitigate their individual weaknesses.</p> |
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<h2>The Blend</h2> |
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<ul> |
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<li><strong>Comprehensive Coding Knowledge:</strong> TrinityAI combines knowledge of coding instructions across a wide array of programming languages, including Python, C, C++, Rust, Java, JavaScript, and more, making it a versatile assistant for coding projects of any scale.</li> |
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<li><strong>Advanced Code Completion:</strong> With its extensive context window, TrinityAI excels in project-level code completion, offering suggestions that are contextually relevant and syntactically accurate.</li> |
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<li><strong>Specialized Skills Integration:</strong> The-Trinity-Coder provides code completion but is also good at logical reasoning for its size, mathematical problem-solving, and understanding complex programming concepts.</li> |
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</ul> |
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<h2>Model Synthesis Approach</h2> |
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<p>The blending of the three models into TrinityAI utilized a unique merging technique that focused on preserving the core strengths of each component model:</p> |
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<ul> |
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<li><strong>beowolx_CodeNinja-1.0-OpenChat-7B:</strong> This model brings an expansive database of coding instructions, refined through Supervised Fine Tuning, making it an advanced coding assistant.</li> |
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<li><strong>NeuralExperiment-7b-MagicCoder:</strong> Trained on datasets focusing on logical reasoning, mathematics, and programming, this model enhances TrinityAI's problem-solving and logical reasoning capabilities.</li> |
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<li><strong>Speechless-Zephyr-Code-Functionary-7B:</strong> Part of the Moloras experiments, this model contributes enhanced coding proficiency and dynamic skill integration through its unique LoRA modules.</li> |
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</ul> |
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<h2>Usage and Implementation</h2> |
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<pre><code>from transformers import AutoTokenizer, AutoModelForCausalLM |
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model_name = "YourRepository/The-Trinity-Coder-7B" |
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tokenizer = AutoTokenizer.from_pretrained(model_name) |
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model = AutoModelForCausalLM.from_pretrained(model_name) |
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prompt = "Your prompt here" |
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inputs = tokenizer(prompt, return_tensors="pt") |
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outputs = model.generate(**inputs) |
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print(tokenizer.decode(outputs[0], skip_special_tokens=True)) |
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</code></pre> |
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<h2>Acknowledgments</h2> |
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<p>Special thanks to the creators and contributors of CodeNinja, NeuralExperiment-7b-MagicCoder, and Speechless-Zephyr-Code-Functionary-7B for providing the base models for blending.</p> |
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--- |
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base_model: [] |
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library_name: transformers |
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tags: |
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- mergekit |
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- merge |
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--- |
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# merged_folder |
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This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). |
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## Merge Details |
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### Merge Method |
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This model was merged using the [TIES](https://arxiv.org/abs/2306.01708) merge method using uukuguy_speechless-zephyr-code-functionary-7b as a base. |
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### Models Merged |
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The following models were included in the merge: |
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*uukuguy_speechless-zephyr-code-functionary-7b |
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* Kukedlc_NeuralExperiment-7b-MagicCoder-v7.5 |
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* beowolx_CodeNinja-1.0-OpenChat-7B |
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### Configuration |
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The following YAML configuration was used to produce this model: |
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```yaml |
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base_model: X:/text-generation-webui-main/models/uukuguy_speechless-zephyr-code-functionary-7b |
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models: |
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- model: X:/text-generation-webui-main/models/beowolx_CodeNinja-1.0-OpenChat-7B |
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parameters: |
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density: 0.5 |
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weight: 0.4 |
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- model: X:/text-generation-webui-main/models/Kukedlc_NeuralExperiment-7b-MagicCoder-v7.5 |
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parameters: |
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density: 0.5 |
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weight: 0.4 |
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merge_method: ties |
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parameters: |
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normalize: true |
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dtype: float16 |
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``` |
