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Model: AshtonIsNotHere/CodeLlama_7B_nlp_pp Source: Original Platform
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CodeLlama_7B_nlp_pp_q8_0.gguf
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CodeLlama_7B_nlp_pp_q8_0.gguf
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README.md
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---
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license: llama2
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tags:
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- generated_from_trainer
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datasets:
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- AshtonIsNotHere/nlp_pp_code_dataset
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metrics:
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- accuracy
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model-index:
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- name: CodeLlama_7B_nlp_pp
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results:
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- task:
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name: Causal Language Modeling
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type: text-generation
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dataset:
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name: AshtonIsNotHere/nlp_pp_code_dataset
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type: AshtonIsNotHere/nlp_pp_code_dataset
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split: test
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.8968056729128353
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---
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# CodeLlama_7B_nlp_pp
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This model is a fine-tuned version of [codellama/CodeLlama-7b-hf](https://huggingface.co/codellama/CodeLlama-7b-hf) on the AshtonIsNotHere/nlp_pp_code_dataset dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4129
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- Accuracy: 0.8968
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## Model description
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This model has been fine-tuned for code completion on a dataset of NLP++ code.
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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Dataset consists of a combination of scraped NLP++ code and NLP++ code examples from the [VisualText website](https://visualtext.org/help/).
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## Training procedure
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This model is trained in a multinode, multi-gpu setup with DeepSpeed Z3. For more information on the training setup, check out the [GitHub repo](https://github.com/ashtonomy/nlp_pp_code_completion).
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.00012
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- train_batch_size: 1
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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: 4
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- total_train_batch_size: 16
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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: linear
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 7.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| No log | 1.0 | 61 | 0.5100 | 0.8726 |
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| No log | 1.99 | 122 | 0.4129 | 0.8968 |
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| No log | 2.99 | 183 | 0.4166 | 0.9072 |
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| No log | 4.0 | 245 | 0.4595 | 0.9090 |
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| No log | 5.0 | 306 | 0.5181 | 0.9093 |
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| No log | 5.99 | 367 | 0.5553 | 0.9090 |
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| No log | 6.97 | 427 | 0.5603 | 0.9089 |
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### Framework versions
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- Transformers 4.30.2
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- Pytorch 2.0.1+cu117
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- Datasets 2.13.0
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- Tokenizers 0.13.3
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"LlamaForCausalLM"
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],
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"model_type": "llama",
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"torch_dtype": "bfloat16",
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"transformers_version": "4.31.0",
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"vocab_size": 32016
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}
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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|
||||
"model.norm.weight": "pytorch_model-00002-of-00002.bin"
|
||||
}
|
||||
}
|
||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
93418
tokenizer.json
Normal file
93418
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:45ccb9c8b6b561889acea59191d66986d314e7cbd6a78abc6e49b139ca91c1e6
|
||||
size 500058
|
||||
32
tokenizer_config.json
Normal file
32
tokenizer_config.json
Normal file
@@ -0,0 +1,32 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"__type": "AddedToken",
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": {
|
||||
"__type": "AddedToken",
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"legacy": null,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": null,
|
||||
"sp_model_kwargs": {},
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": {
|
||||
"__type": "AddedToken",
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user