Merge Code Gen by akiray1

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  Merged Model   Arxiv:2306.01708   Autotrain compatible Base model:deepseek-ai/deepsee... Base model:m-a-p/opencodeinter...   Codegen   Conversational   Endpoints compatible   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow

Merge Code Gen Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Merge Code Gen (akiray1/merge_code_gen)

Merge Code Gen Parameters and Internals

Model Type 
pre-trained language model
Additional Notes 
This is a merge of pre-trained language models created using mergekit.
LLM NameMerge Code Gen
Repository 🤗https://huggingface.co/akiray1/merge_code_gen 
Base Model(s)  deepseek-ai/deepseek-coder-6.7b-instruct   m-a-p/OpenCodeInterpreter-DS-6.7B   deepseek-ai/deepseek-coder-6.7b-instruct   m-a-p/OpenCodeInterpreter-DS-6.7B
Merged ModelYes
Model Size6.7b
Required VRAM13.6 GB
Updated2025-02-22
Maintainerakiray1
Model Typellama
Instruction-BasedYes
Model Files  0.9 GB: 1-of-14   1.0 GB: 2-of-14   1.0 GB: 3-of-14   1.0 GB: 4-of-14   1.0 GB: 5-of-14   0.9 GB: 6-of-14   1.0 GB: 7-of-14   1.0 GB: 8-of-14   1.0 GB: 9-of-14   1.0 GB: 10-of-14   0.9 GB: 11-of-14   1.0 GB: 12-of-14   1.0 GB: 13-of-14   0.9 GB: 14-of-14
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Context Length16384
Model Max Length16384
Transformers Version4.41.2
Tokenizer ClassLlamaTokenizer
Padding Token<|end▁of▁sentence|>
Vocabulary Size32256
Torch Data Typefloat16

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Context / RAM
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...s Coder6.7b Reflct Adamw Iter116K / 13.5 GB4750
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB950
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB1100
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB870
Speechless Coder Ds 6.7B16K / 13.5 GB18056
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB900
...ir4 Ds Coder6.7b Rmsprop Iter116K / 13.5 GB430
Ds Coder6.7b Rmsprop Iter116K / 13.5 GB670
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB620
Datascience Coder 6.7B16K / 13.5 GB17903
Note: green Score (e.g. "73.2") means that the model is better than akiray1/merge_code_gen.

Rank the Merge Code Gen Capabilities

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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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227