abideen_-_starcoder2-chat-gguf – AI Model by RichardErkhov | AlphaNeural AI

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abideen_-_starcoder2-chat-gguf

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starcoder2-chat - GGUF

Model creator: https://huggingface.co/abideen/
Original model: https://huggingface.co/abideen/starcoder2-chat/

Name	Quant method	Size
starcoder2-chat.Q2_K.gguf	Q2_K	2.64GB
starcoder2-chat.Q3_K_S.gguf	Q3_K_S	2.96GB
starcoder2-chat.Q3_K.gguf	Q3_K	3.41GB
starcoder2-chat.Q3_K_M.gguf	Q3_K_M	3.41GB
starcoder2-chat.Q3_K_L.gguf	Q3_K_L	3.79GB
starcoder2-chat.IQ4_XS.gguf	IQ4_XS	3.68GB
starcoder2-chat.Q4_0.gguf	Q4_0	3.82GB
starcoder2-chat.IQ4_NL.gguf	IQ4_NL	3.87GB
starcoder2-chat.Q4_K_S.gguf	Q4_K_S	3.86GB
starcoder2-chat.Q4_K.gguf	Q4_K	4.15GB
starcoder2-chat.Q4_K_M.gguf	Q4_K_M	4.15GB
starcoder2-chat.Q4_1.gguf	Q4_1	4.22GB
starcoder2-chat.Q5_0.gguf	Q5_0	4.63GB
starcoder2-chat.Q5_K_S.gguf	Q5_K_S	4.63GB
starcoder2-chat.Q5_K.gguf	Q5_K	4.8GB
starcoder2-chat.Q5_K_M.gguf	Q5_K_M	4.8GB
starcoder2-chat.Q5_1.gguf	Q5_1	5.03GB
starcoder2-chat.Q6_K.gguf	Q6_K	5.49GB
starcoder2-chat.Q8_0.gguf	Q8_0	7.1GB

Original model description:

license: cc-by-nc-4.0 base_model: bigcode/starcoder2-7b language:

en library_name: transformers pipeline_tag: text-generation tags:
code
starcoder
bigcode
sft
7b

Starcoder-2-chat

image/jpeg

Starcoder-2-chat is an instruction fine-tuned of bigcode/starcoder2-7b using the glaiveai/glaive-code-assistant-v2 dataset using LoRA.

🏆 Evaluation results

Thanks to Muhammad Bin Usman for running evals on Starcoder2-chat.

HUMANEVAL

0.3231707317073171

HUMANEVALPLUS

0.25609756097560976

INSTRUCT-HUMANEVAL

0.3231707317073171

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-7
train_batch_size: 2
eval_batch_size: Not specified
seed: Not specified
gradient_accumulation_steps: 8
total_train_batch_size: Not specified
optimizer: PagedAdamW with 32-bit precision
lr_scheduler_type: Cosine
lr_scheduler_warmup_steps: 100
training_epoch: 1

Framework versions

Transformers 4.39.0.dev0
Peft 0.9.1.dev0
Datasets 2.18.0
torch 2.2.0
accelerate 0.27.2