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Model: dty1aaa/codellama-7b-instruct-hf-sft Source: Original Platform
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README.md
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README.md
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---
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library_name: transformers
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license: other
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base_model: codellama/CodeLlama-7b-Instruct-hf
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tags:
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- llama-factory
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- full
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- generated_from_trainer
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model-index:
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- name: final_sft_CodeLlama-7b-Instruct-hf
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# final_sft_CodeLlama-7b-Instruct-hf
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This model is a fine-tuned version of [codellama/CodeLlama-7b-Instruct-hf](https://huggingface.co/codellama/CodeLlama-7b-Instruct-hf) on the efficoder dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3331
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## Model description
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train on EFFIINSTRUCT_python
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## Intended uses & limitations
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generate effective code
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## Training and evaluation data
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train on EFFIINSTRUCT_python
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-06
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- train_batch_size: 8
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- eval_batch_size: 1
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 64
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- total_eval_batch_size: 4
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.03
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- num_epochs: 4.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:------:|:----:|:---------------:|
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| 0.2475 | 0.3401 | 50 | 0.2433 |
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| 0.2425 | 0.6803 | 100 | 0.2314 |
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| 0.2147 | 1.0204 | 150 | 0.2318 |
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| 0.1702 | 1.3605 | 200 | 0.2378 |
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| 0.1758 | 1.7007 | 250 | 0.2396 |
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| 0.1438 | 2.0408 | 300 | 0.2643 |
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| 0.0989 | 2.3810 | 350 | 0.2823 |
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| 0.0991 | 2.7211 | 400 | 0.2799 |
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| 0.065 | 3.0612 | 450 | 0.3123 |
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| 0.0601 | 3.4014 | 500 | 0.3348 |
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| 0.0645 | 3.7415 | 550 | 0.3324 |
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### Framework versions
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- Transformers 4.44.2
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- Pytorch 2.2.2+cu121
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- Datasets 4.8.4
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "codellama/CodeLlama-7b-Instruct-hf",
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"architectures": [
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"LlamaForCausalLM"
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],
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"intermediate_size": 11008,
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"max_position_embeddings": 16384,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 32,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 1000000,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"vocab_size": 32016
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93455
tokenizer.json
Normal file
93455
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
86
tokenizer_config.json
Normal file
86
tokenizer_config.json
Normal file
@@ -0,0 +1,86 @@
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|
||||
"content": "▁<MID>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"32010": {
|
||||
"content": "▁<EOT>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"▁<PRE>",
|
||||
"▁<MID>",
|
||||
"▁<SUF>",
|
||||
"▁<EOT>"
|
||||
],
|
||||
"bos_token": "<s>",
|
||||
"chat_template": "{{ '<s>' }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% endif %}{% if system_message is defined %}{{ system_message }}{% endif %}{% for message in loop_messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ 'Please continue to complete the function. You are not allowed to modify the given code and do the completion only. Please return all completed function in a codeblock. Here is the given code to do completion:\n```python\n' + content + '\n' }}{% elif message['role'] == 'assistant' %}{{ '\n' + content + '\n```' + '\n' }}{% endif %}{% endfor %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"eot_token": "▁<EOT>",
|
||||
"fill_token": "<FILL_ME>",
|
||||
"legacy": null,
|
||||
"middle_token": "▁<MID>",
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": "</s>",
|
||||
"padding_side": "right",
|
||||
"prefix_token": "▁<PRE>",
|
||||
"sp_model_kwargs": {},
|
||||
"split_special_tokens": false,
|
||||
"suffix_token": "▁<SUF>",
|
||||
"tokenizer_class": "CodeLlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false
|
||||
}
|
||||
Reference in New Issue
Block a user