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Model: MaziyarPanahi/Llama-3-8B-Instruct-v0.8 Source: Original Platform
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338
README.md
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---
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language:
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- en
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license: other
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library_name: transformers
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tags:
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- axolotl
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- finetune
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- facebook
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- meta
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- pytorch
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- llama
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- llama-3
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base_model: MaziyarPanahi/Llama-3-8B-Instruct-v0.4
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pipeline_tag: text-generation
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license_name: llama3
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license_link: LICENSE
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inference: false
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model_creator: MaziyarPanahi
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quantized_by: MaziyarPanahi
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model-index:
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||||
- name: Llama-3-8B-Instruct-v0.8
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results:
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||||
- task:
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||||
type: text-generation
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name: Text Generation
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dataset:
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name: AI2 Reasoning Challenge (25-Shot)
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type: ai2_arc
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config: ARC-Challenge
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split: test
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args:
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num_few_shot: 25
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metrics:
|
||||
- type: acc_norm
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||||
value: 71.67
|
||||
name: normalized accuracy
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||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
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||||
name: Open LLM Leaderboard
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||||
- task:
|
||||
type: text-generation
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||||
name: Text Generation
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dataset:
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name: HellaSwag (10-Shot)
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type: hellaswag
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split: validation
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args:
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num_few_shot: 10
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metrics:
|
||||
- type: acc_norm
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||||
value: 87.77
|
||||
name: normalized accuracy
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source:
|
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
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||||
name: Open LLM Leaderboard
|
||||
- task:
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||||
type: text-generation
|
||||
name: Text Generation
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dataset:
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||||
name: MMLU (5-Shot)
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type: cais/mmlu
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config: all
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split: test
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args:
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num_few_shot: 5
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||||
metrics:
|
||||
- type: acc
|
||||
value: 68.3
|
||||
name: accuracy
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||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
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||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
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||||
name: Text Generation
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||||
dataset:
|
||||
name: TruthfulQA (0-shot)
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||||
type: truthful_qa
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||||
config: multiple_choice
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||||
split: validation
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||||
args:
|
||||
num_few_shot: 0
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||||
metrics:
|
||||
- type: mc2
|
||||
value: 63.9
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
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||||
type: text-generation
|
||||
name: Text Generation
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||||
dataset:
|
||||
name: Winogrande (5-shot)
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||||
type: winogrande
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||||
config: winogrande_xl
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split: validation
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args:
|
||||
num_few_shot: 5
|
||||
metrics:
|
||||
- type: acc
|
||||
value: 79.08
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
|
||||
dataset:
|
||||
name: GSM8k (5-shot)
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||||
type: gsm8k
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||||
config: main
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split: test
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args:
|
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num_few_shot: 5
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||||
metrics:
|
||||
- type: acc
|
||||
value: 68.46
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
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||||
dataset:
|
||||
name: IFEval (0-Shot)
|
||||
type: HuggingFaceH4/ifeval
|
||||
args:
|
||||
num_few_shot: 0
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||||
metrics:
|
||||
- type: inst_level_strict_acc and prompt_level_strict_acc
|
||||
value: 75.12
|
||||
name: strict accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
|
||||
dataset:
|
||||
name: BBH (3-Shot)
|
||||
type: BBH
|
||||
args:
|
||||
num_few_shot: 3
|
||||
metrics:
|
||||
- type: acc_norm
|
||||
value: 28.27
|
||||
name: normalized accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
|
||||
dataset:
|
||||
name: MATH Lvl 5 (4-Shot)
|
||||
type: hendrycks/competition_math
|
||||
args:
|
||||
num_few_shot: 4
|
||||
metrics:
|
||||
- type: exact_match
|
||||
value: 7.1
|
||||
name: exact match
|
||||
source:
|
||||
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
|
||||
dataset:
|
||||
name: GPQA (0-shot)
|
||||
type: Idavidrein/gpqa
|
||||
args:
|
||||
num_few_shot: 0
|
||||
metrics:
|
||||
- type: acc_norm
|
||||
value: 7.38
|
||||
name: acc_norm
|
||||
source:
|
||||
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
|
||||
dataset:
|
||||
name: MuSR (0-shot)
|
||||
type: TAUR-Lab/MuSR
|
||||
args:
|
||||
num_few_shot: 0
|
||||
metrics:
|
||||
- type: acc_norm
|
||||
value: 10.92
|
||||
name: acc_norm
|
||||
source:
|
||||
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
|
||||
dataset:
|
||||
name: MMLU-PRO (5-shot)
|
||||
type: TIGER-Lab/MMLU-Pro
|
||||
config: main
|
||||
split: test
|
||||
args:
|
||||
num_few_shot: 5
|
||||
metrics:
|
||||
- type: acc
|
||||
value: 31.68
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=MaziyarPanahi/Llama-3-8B-Instruct-v0.8
|
||||
name: Open LLM Leaderboard
|
||||
---
|
||||
|
||||
<img src="./llama-3-merges.webp" alt="Llama-3 DPO Logo" width="500" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
|
||||
|
||||
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||||
# Llama-3-8B-Instruct-v0.8
|
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||||
This model was developed based on `MaziyarPanahi/Llama-3-8B-Instruct-v0.4` model.
|
||||
|
||||
# ⚡ Quantized GGUF
|
||||
|
||||
All GGUF models are available here: [MaziyarPanahi/Llama-3-8B-Instruct-v0.8-GGUF](https://huggingface.co/MaziyarPanahi/Llama-3-8B-Instruct-v0.8-GGUF)
|
||||
|
||||
|
||||
# 🏆 [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
|
||||
Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_MaziyarPanahi__Llama-3-8B-Instruct-v0.8)
|
||||
|
||||
| Metric |Value|
|
||||
|---------------------------------|----:|
|
||||
|Avg. |73.20|
|
||||
|AI2 Reasoning Challenge (25-Shot)|71.67|
|
||||
|HellaSwag (10-Shot) |87.77|
|
||||
|MMLU (5-Shot) |68.30|
|
||||
|TruthfulQA (0-shot) |63.90|
|
||||
|Winogrande (5-shot) |79.08|
|
||||
|GSM8k (5-shot) |68.46|
|
||||
|
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`MaziyarPanahi/Llama-3-8B-Instruct-v0.8` is the 5th best-performing 8B model on the Open LLM Leaderboard. (03/06/2024).
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|
||||
|
||||
|
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**Leaderboard 2.0:**
|
||||
|
||||
| Metric |Value|
|
||||
|-------------------|----:|
|
||||
|Avg. |26.75|
|
||||
|IFEval (0-Shot) |75.12|
|
||||
|BBH (3-Shot) |28.27|
|
||||
|MATH Lvl 5 (4-Shot)| 7.10|
|
||||
|GPQA (0-shot) | 7.38|
|
||||
|MuSR (0-shot) |10.92|
|
||||
|MMLU-PRO (5-shot) |31.68|
|
||||
|
||||
|
||||
|
||||
# Prompt Template
|
||||
|
||||
This model uses `ChatML` prompt template:
|
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|
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```
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<|begin_of_text|><|start_header_id|>system<|end_header_id|>
|
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|
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{system_prompt}<|eot_id|><|start_header_id|>user<|end_header_id|>
|
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|
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{prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
||||
````
|
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|
||||
# How to use
|
||||
|
||||
You can use this model by using `MaziyarPanahi/Llama-3-8B-Instruct-v0.8` as the model name in Hugging Face's
|
||||
transformers library.
|
||||
|
||||
```python
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from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer
|
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from transformers import pipeline
|
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import torch
|
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|
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model_id = "MaziyarPanahi/Llama-3-8B-Instruct-v0.8"
|
||||
|
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model = AutoModelForCausalLM.from_pretrained(
|
||||
model_id,
|
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torch_dtype=torch.bfloat16,
|
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device_map="auto",
|
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trust_remote_code=True,
|
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# attn_implementation="flash_attention_2"
|
||||
)
|
||||
|
||||
tokenizer = AutoTokenizer.from_pretrained(
|
||||
model_id,
|
||||
trust_remote_code=True
|
||||
)
|
||||
|
||||
streamer = TextStreamer(tokenizer)
|
||||
|
||||
pipeline = pipeline(
|
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"text-generation",
|
||||
model=model,
|
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tokenizer=tokenizer,
|
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model_kwargs={"torch_dtype": torch.bfloat16},
|
||||
streamer=streamer
|
||||
)
|
||||
|
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# Then you can use the pipeline to generate text.
|
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|
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messages = [
|
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{"role": "system", "content": "You are a pirate chatbot who always responds in pirate speak!"},
|
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{"role": "user", "content": "Who are you?"},
|
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]
|
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|
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prompt = tokenizer.apply_chat_template(
|
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messages,
|
||||
tokenize=False,
|
||||
add_generation_prompt=True
|
||||
)
|
||||
|
||||
terminators = [
|
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tokenizer.eos_token_id,
|
||||
tokenizer.convert_tokens_to_ids("<|eot_id|>")
|
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]
|
||||
|
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outputs = pipeline(
|
||||
prompt,
|
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max_new_tokens=512,
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eos_token_id=terminators,
|
||||
do_sample=True,
|
||||
temperature=0.6,
|
||||
top_p=0.95,
|
||||
)
|
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print(outputs[0]["generated_text"][len(prompt):])
|
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```
|
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|
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config.json
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{
|
||||
"_name_or_path": "MaziyarPanahi/Llama-3-8B-Instruct-v0.4",
|
||||
"architectures": [
|
||||
"LlamaForCausalLM"
|
||||
],
|
||||
"attention_bias": false,
|
||||
"attention_dropout": 0.0,
|
||||
"bos_token_id": 128000,
|
||||
"eos_token_id": 128001,
|
||||
"hidden_act": "silu",
|
||||
"hidden_size": 4096,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 14336,
|
||||
"max_position_embeddings": 8192,
|
||||
"model_type": "llama",
|
||||
"num_attention_heads": 32,
|
||||
"num_hidden_layers": 32,
|
||||
"num_key_value_heads": 8,
|
||||
"pretraining_tp": 1,
|
||||
"rms_norm_eps": 1e-05,
|
||||
"rope_scaling": null,
|
||||
"rope_theta": 500000.0,
|
||||
"tie_word_embeddings": false,
|
||||
"torch_dtype": "bfloat16",
|
||||
"transformers_version": "4.40.0.dev0",
|
||||
"use_cache": true,
|
||||
"vocab_size": 128256
|
||||
}
|
||||
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generation_config.json
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{
|
||||
"_from_model_config": true,
|
||||
"bos_token_id": 128000,
|
||||
"do_sample": true,
|
||||
"eos_token_id": [
|
||||
128001,
|
||||
128009
|
||||
],
|
||||
"transformers_version": "4.40.0.dev0"
|
||||
}
|
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BIN
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version https://git-lfs.github.com/spec/v1
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oid sha256:c2d597e04ac4ef588db4c200230325b112a4d977763b19a606c73f58d46ff53e
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size 9953405736
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version https://git-lfs.github.com/spec/v1
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oid sha256:952f727c30a8adeed8d1831fb9c8a1321f10fb2b1851a4c7b009a4b561478846
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size 6107150624
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{
|
||||
"bos_token": {
|
||||
"content": "<|begin_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|eot_id|>",
|
||||
"lstrip": false,
|
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"normalized": false,
|
||||
"rstrip": false,
|
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"single_word": false
|
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}
|
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}
|
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410503
tokenizer.json
Normal file
410503
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
2062
tokenizer_config.json
Normal file
2062
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user