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.ipynb_checkpoints/README-checkpoint.md DELETED
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- ---
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- language:
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- - en
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- pipeline_tag: text-generation
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- tags:
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- - shining-valiant
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- - shining-valiant-2
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- - valiant
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- - valiant-labs
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- - llama
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- - llama-3.2
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- - llama-3.2-instruct
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- - llama-3.2-instruct-3b
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- - llama-3
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- - llama-3-instruct
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- - llama-3-instruct-3b
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- - 3b
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- - science
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- - physics
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- - biology
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- - chemistry
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- - compsci
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- - computer-science
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- - engineering
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- - technical
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- - conversational
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- - chat
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- - instruct
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- base_model: meta-llama/Llama-3.2-3B-Instruct
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- datasets:
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- - sequelbox/Celestia
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- - sequelbox/Supernova
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- model_type: llama
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- license: llama3.2
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- ---
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-
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-
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- ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/63444f2687964b331809eb55/EXX7TKbB-R6arxww2mk0R.jpeg)
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-
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-
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- Shining Valiant 2 is a chat model built on Llama 3.2 3b, finetuned on our data for friendship, insight, knowledge and enthusiasm.
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- - Finetuned on [meta-llama/Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) for best available general performance
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- - Trained on a variety of high quality data; focused on science, engineering, technical knowledge, and structured reasoning
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-
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- Shining Valiant 2 is also available for [Llama 3.1 8b.](https://huggingface.co/ValiantLabs/Llama3.1-8B-ShiningValiant2)
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-
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-
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- ## Version
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-
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- This is the **2024-09-27** release of Shining Valiant 2 for Llama 3.2 3b.
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-
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- We've improved and open-sourced our new baseline [science-instruct dataset](https://huggingface.co/datasets/sequelbox/Celestia). This release features improvements in physics, chemistry, biology, and computer science.
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-
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- Future upgrades will continue to expand Shining Valiant's technical knowledge base.
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-
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- Help us and recommend Shining Valiant 2 to your friends!
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-
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-
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- ## Prompting Guide
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- Shining Valiant 2 uses the [Llama 3.2 Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) prompt format. The example script below can be used as a starting point for general chat:
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-
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- ```python
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- import transformers
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- import torch
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-
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- model_id = "ValiantLabs/Llama3.2-3B-ShiningValiant2"
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-
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- pipeline = transformers.pipeline(
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- "text-generation",
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- model=model_id,
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- model_kwargs={"torch_dtype": torch.bfloat16},
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- device_map="auto",
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- )
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-
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- messages = [
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- {"role": "system", "content": "You are an AI assistant."},
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- {"role": "user", "content": "Describe the use of chiral auxiliaries in organic synthesis."}
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- ]
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-
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- outputs = pipeline(
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- messages,
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- max_new_tokens=2048,
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- )
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-
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- print(outputs[0]["generated_text"][-1])
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- ```
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-
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-
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- ## The Model
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- Shining Valiant 2 is built on top of Llama 3.2 3b Instruct.
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-
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- The current version of Shining Valiant 2 is trained on technical knowledge using [sequelbox/Celestia](https://huggingface.co/datasets/sequelbox/Celestia) and general chat capability using [sequelbox/Supernova.](https://huggingface.co/datasets/sequelbox/Supernova)
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-
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- Our private data adds specialist knowledge and Shining Valiant's personality: she's friendly, enthusiastic, insightful, knowledgeable, and loves to learn! Magical. (As a general note: we're hoping to replace and open-source this part of Shining Valiant's dataset with synthetic data soon!)
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-
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-
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- ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/63444f2687964b331809eb55/VCJ8Fmefd8cdVhXSSxJiD.jpeg)
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-
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-
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- Shining Valiant 2 is created by [Valiant Labs.](http://valiantlabs.ca/)
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-
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- [Check out our HuggingFace page for our open-source Build Tools models, including the newest version of code-specialist Enigma!](https://huggingface.co/ValiantLabs)
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-
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- [Follow us on X for updates on our models!](https://twitter.com/valiant_labs)
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-
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- We care about open source.
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- For everyone to use.
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-
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- We encourage others to finetune further from our models.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- {
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- "_name_or_path": "ValiantLabs/Llama3.2-3B-ShiningValiant2",
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- "architectures": [
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- "LlamaForCausalLM"
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- "eos_token_id": [
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- 128001,
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- "head_dim": 128,
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- "hidden_act": "silu",
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- "hidden_size": 3072,
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- "initializer_range": 0.02,
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- "intermediate_size": 8192,
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- "max_position_embeddings": 131072,
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- "mlp_bias": false,
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- "model_type": "llama",
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- "num_attention_heads": 24,
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- "num_hidden_layers": 28,
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- "num_key_value_heads": 8,
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- "pretraining_tp": 1,
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- "rms_norm_eps": 1e-05,
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- "rope_scaling": {
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- "high_freq_factor": 4.0,
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- "original_max_position_embeddings": 8192,
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- "rope_type": "llama3"
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- "rope_theta": 500000.0,
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- "tie_word_embeddings": true,
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- "torch_dtype": "float32",
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- "transformers_version": "4.45.1",
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- "use_cache": true,
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- "vocab_size": 128256
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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