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Spider Skeleton Wizard Coder Merged by richardr1126

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Spider Skeleton Wizard Coder Merged is an open-source language model by richardr1126. Features: 15b LLM, VRAM: 31.2GB, License: bigcode-openrail-m, Instruction-Based, Code Generating, LLM Explorer Score: 0.09.

  Arxiv:1809.08887   Arxiv:2305.14314   Codegen   Codegen Dataset:richardr1126/spider-sk...   Dataset:spider   Endpoints compatible   Gpt bigcode   Instruct   Model-index   Pytorch   Region:us   Safetensors   Sharded   Spider   Sql   Sql   Sql finetune   Tensorflow
Model Card on HF 🤗: https://huggingface.co/richardr1126/spider-skeleton-wizard-coder-merged 

Spider Skeleton Wizard Coder Merged Benchmarks

LLME Score: 0.08518
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Spider Skeleton Wizard Coder Merged (richardr1126/spider-skeleton-wizard-coder-merged)
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Spider Skeleton Wizard Coder Merged Parameters and Internals

Model Type 
text-generation
Additional Notes 
Fine-tuned on an enhanced Spider context training dataset. If you want just the QLoRa/LoRA adapter, see: https://huggingface.co/richardr1126/spider-skeleton-wizard-coder-qlora.
Training Details 
Data Sources:
Spider Dataset, Spider Dev w/ Database Context
Methodology:
Finetuning using QLoRa
Hardware Used:
3x RTX6000 48GB
LLM NameSpider Skeleton Wizard Coder Merged
Repository 🤗https://huggingface.co/richardr1126/spider-skeleton-wizard-coder-merged 
Model Size15b
Required VRAM31.2 GB
Updated2026-04-08
Maintainerrichardr1126
Model Typegpt_bigcode
Instruction-BasedYes
Model Files  10.0 GB: 1-of-4   9.9 GB: 2-of-4   9.9 GB: 3-of-4   1.4 GB: 4-of-4   10.0 GB: 1-of-4   9.9 GB: 2-of-4   9.9 GB: 3-of-4   1.4 GB: 4-of-4
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licensebigcode-openrail-m
Model Max Length2048
Transformers Version4.32.0.dev0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49153
Torch Data Typefloat16
Activation Functiongelu

Best Alternatives to Spider Skeleton Wizard Coder Merged

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Context / RAM
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WizardCoderSQL 15B V1.00K / 31.2 GB101
...der Natsql Wizard Coder Merged0K / 32.7 GB61
Minotaur 15B0K / 31.2 GB615
Minotaur 15B GPTQ0K / 9.2 GB458
Note: green Score (e.g. "73.2") means that the model is better than richardr1126/spider-skeleton-wizard-coder-merged.

Rank the Spider Skeleton Wizard Coder Merged Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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