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Model: NEU-HAI/Llama-2-7b-alpaca-cleaned
Source: Original Platform

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README.md

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+---
+license: cc-by-nc-4.0
+datasets:
+- yahma/alpaca-cleaned
+language:
+- en
+pipeline_tag: text-generation
+tags:
+- llama-2
+- alpaca
+---
+
+
+
+# Model Card for Llama-2-7b-alpaca-cleaned
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+This model checkpoint is the Llama-2-7b fine-tuned on [alpaca-cleaned dataset](https://huggingface.co/datasets/yahma/alpaca-cleaned) with the original Alpaca fine-tuning hyper-parameters.
+
+## Model Details
+
+### Model Description
+
+This model checkpoint is the Llama-2-7b fine-tuned on [alpaca-cleaned dataset](https://huggingface.co/datasets/yahma/alpaca-cleaned) with the original Alpaca fine-tuning hyper-parameters. \
+The original Alpaca model is fine-tuned on Llama with the alpaca dataset by researchers from Stanford University
+
+
+- **Developed by:** NEU Human-centered AI Lab
+- **Shared by [optional]:** NEU Human-centered AI Lab
+- **Model type:** Text-generation
+- **Language(s) (NLP):** English
+- **License:** cc-by-nc-4.0 (comply with the alpaca-cleaned dataset)
+- **Finetuned from model [optional]:** [Llama-2-7b](https://huggingface.co/meta-llama/Llama-2-7b)
+
+### Model Sources 
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** https://huggingface.co/meta-llama/Llama-2-7b
+
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+The model is intended to be used for research purposes only in English, complying with [stanford_alpaca project](https://github.com/tatsu-lab/stanford_alpaca). \
+The model has been fine-tuned on the [alpaca-cleaned dataset](https://huggingface.co/datasets/yahma/alpaca-cleaned) for assistant-like chat and general natural language generation tasks. \
+The use of this model should also comply with the restrictions from [Llama-2-7b](https://huggingface.co/meta-llama/Llama-2-7b).
+
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+The out-of-Scope use of this model should also comply with [stanford_alpaca project](https://github.com/tatsu-lab/stanford_alpaca) and [Llama-2-7b](https://huggingface.co/meta-llama/Llama-2-7b).
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+{{ bias_risks_limitations | default("[More Information Needed]", true)}}
+
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+```
+# Load model directly
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+tokenizer = AutoTokenizer.from_pretrained("NEU-HAI/Llama-2-7b-alpaca-cleaned")
+model = AutoModelForCausalLM.from_pretrained("NEU-HAI/Llama-2-7b-alpaca-cleaned")
+```
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+We use the [alpaca-cleaned dataset](https://huggingface.co/datasets/yahma/alpaca-cleaned), which is the cleaned version of the original [alpaca dataset](https://huggingface.co/datasets/tatsu-lab/alpaca) created by researchers from Stanford University.
+
+### Training Procedure 
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+We follow the same training procedure and mostly same hyper-parameters to fine-tune the original Alpaca model on Llama. The procedure can be found in [stanford_alpaca project](https://github.com/tatsu-lab/stanford_alpaca).
+
+
+#### Training Hyperparameters
+
+```
+--bf16 True \
+--num_train_epochs 3 \
+--per_device_train_batch_size 4 \
+--per_device_eval_batch_size 4 \
+--gradient_accumulation_steps 8 \
+--evaluation_strategy "no" \
+--save_strategy "steps" \
+--save_steps 2000 \
+--save_total_limit 1 \
+--learning_rate 2e-5 \
+--weight_decay 0. \
+--warmup_ratio 0.03 \
+--lr_scheduler_type "cosine" \
+--logging_steps 1 \
+--fsdp "full_shard auto_wrap" \
+--fsdp_transformer_layer_cls_to_wrap 'LlamaDecoderLayer' \
+--tf32 True
+```
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Data Card if possible. -->
+
+N/A
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+N/A
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+N/A
+
+### Results
+
+N/A
+
+#### Summary
+
+N/A
+
+
+
+<!--
+## Environmental Impact
+
+Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** {{ hardware | default("[More Information Needed]", true)}}
+- **Hours used:** {{ hours_used | default("[More Information Needed]", true)}}
+- **Cloud Provider:** {{ cloud_provider | default("[More Information Needed]", true)}}
+- **Compute Region:** {{ cloud_region | default("[More Information Needed]", true)}}
+- **Carbon Emitted:** {{ co2_emitted | default("[More Information Needed]", true)}}
+-->
+
+
+
+## Citation 
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+Please cite the [stanford_alpaca project](https://github.com/tatsu-lab/stanford_alpaca)
+
+```
+@misc{alpaca,
+  author = {Rohan Taori and Ishaan Gulrajani and Tianyi Zhang and Yann Dubois and Xuechen Li and Carlos Guestrin and Percy Liang and Tatsunori B. Hashimoto },
+  title = {Stanford Alpaca: An Instruction-following LLaMA model},
+  year = {2023},
+  publisher = {GitHub},
+  journal = {GitHub repository},
+  howpublished = {\url{https://github.com/tatsu-lab/stanford_alpaca}},
+}
+```
+
+
+
+## Model Card Authors 
+
+Northeastern Human-centered AI Lab
+
+## Model Card Contact
+
+
+
+

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+}

config.json

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+{
+  "_name_or_path": "/workspace/github/models/Llama-2-7b-hf",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 4096,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "pad_token_id": 0,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.28.1",
+  "use_cache": true,
+  "vocab_size": 32001
+}

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+  "do_sample": true,
+  "eos_token_id": 2,
+  "max_length": 4096,
+  "pad_token_id": 0,
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.28.1"
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+    "model.layers.9.self_attn.k_proj.weight": "pytorch_model-00001-of-00003.bin",
+    "model.layers.9.self_attn.o_proj.weight": "pytorch_model-00001-of-00003.bin",
+    "model.layers.9.self_attn.q_proj.weight": "pytorch_model-00001-of-00003.bin",
+    "model.layers.9.self_attn.rotary_emb.inv_freq": "pytorch_model-00001-of-00003.bin",
+    "model.layers.9.self_attn.v_proj.weight": "pytorch_model-00001-of-00003.bin",
+    "model.norm.weight": "pytorch_model-00003-of-00003.bin"
+  }
+}

special_tokens_map.json

@@ -0,0 +1,24 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "[PAD]",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,35 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "bos_token": {
+    "__type": "AddedToken",
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "clean_up_tokenization_spaces": false,
+  "eos_token": {
+    "__type": "AddedToken",
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "legacy": false,
+  "model_max_length": 512,
+  "pad_token": null,
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": {
+    "__type": "AddedToken",
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

training_args.bin

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