Text Generation
Transformers
PyTorch
English
llama
llama-2
code
Eval Results
Inference Endpoints
text-generation-inference
uukuguy commited on
Commit
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1 Parent(s): 9f69d35
.gitattributes CHANGED
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README.md CHANGED
@@ -1,3 +1,114 @@
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
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  license: llama2
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ language:
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+ - en
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+ library_name: transformers
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+ pipeline_tag: text-generation
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+ datasets:
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+ - jondurbin/airoboros-2.2
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+ - Open-Orca/OpenOrca
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+ - garage-bAInd/Open-Platypus
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+ - WizardLM/WizardLM_evol_instruct_V2_196k
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+ - TokenBender/python_eval_instruct_51k
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+ tags:
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+ - llama-2
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+ - code
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  license: llama2
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+ model-index:
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+ - name: SpeechlessCoder
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+ results:
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+ - task:
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+ type: text-generation
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+ dataset:
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+ type: openai_humaneval
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+ name: HumanEval
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+ metrics:
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+ - name: pass@1
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+ type: pass@1
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+ value: 54.27
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+ verified: false
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  ---
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+
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+ <p><h1> speechless-coding-7b-16k-tora </h1></p>
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+
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+ Use the following dataset to fine-tune llm_agents/tora-code-7b-v0.1 in order to improve the model's reasoning and planning abilities.
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+
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+ prompt_type = "alpaca"
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+ max_tokens > 128 && < 16384
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+ >
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+ Total 177,333 samples 316 MB
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+ - jondurbin/airoboros-2.2: Filter categories related to coding, reasoning and planning. 21,923 samples.
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+ - Open-Orca/OpenOrca: Filter the 'cot' category in 1M GPT4 dataset. 62,973 samples.
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+ - garage-bAInd/Open-Platypus: 100%, 22,760 samples.
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+ - WizardLM/WizardLM_evol_instruct_V2_196k: Coding coversation part. 30,081 samples
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+ - TokenBender/python_eval_instruct_51k: “python” in output .39,596 samples
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+
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+
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+ ## HumanEval
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+
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+ | Metric | Value |
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+ | --- | --- |
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+ | humaneval-python | 54.27 |
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+
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+ [Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)
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+
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+ CodeLlama-34B-Python: 53.29
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+
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+ CodeLlama-34B-Instruct: 50.79
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+
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+ CodeLlama-13B-Instruct: 50.6
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+
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+ CodeLlama-34B: 45.11
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+
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+ CodeLlama-13B-Python: 42.89
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+
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+ CodeLlama-13B: 35.07
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+
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+ ## MultiPL-E
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+
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+ | Metric | Value |
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+ | --- | --- |
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+ | python | 59.63 |
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+ | java | 32.28 |
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+ | javascript | 46.58 |
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+ | cpp | 37.83 |
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+ | rust | 28.21 |
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+ | go | 27.27 |
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+ | sh | 13.29 |
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+ | julia | 34.59 |
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+ | typescript | 47.80 |
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+
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+ ## LMEval
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+
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+ [Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
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+ | Metric | Value |
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+ | --- | --- |
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+ | ARC | |
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+ | HellaSwag | |
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+ | MMLU | |
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+ | TruthfulQA | |
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+ | Average | |
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+
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+ ## Parameters
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+
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+ | | |
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+ |------ | ------ |
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+ | lr | 2e-4 |
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+ | lr_scheduler_type | cosine |
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+ | weight_decay | 0.0 |
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+ | optim | paged_adamw_8bit |
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+ | flash_attention | True |
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+ | rerope | False |
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+ | max_new_tokens | 16384 |
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+ | num_train_epochs | 2 |
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+ | bits | 4 |
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+ | lora_r | 64 |
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+ | lora_alpha | 256 |
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+ | lora_dropout | 0.05 |
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+ | double_quant | True |
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+ | quant_type | nf4 |
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+ | dataset_format | sharegpt |
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+ | mini_batch_size | 2 |
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+ | grandient_accumulation_steps | 32 |
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+ | bf16 | True |
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+
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+ A100-40G x 4
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+ "vocab_size": 32001
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