Text Generation
GGUF
English
esper
esper-2
valiant
valiant-labs
llama
llama-3.2
llama-3.2-instruct
llama-3.2-instruct-3b
llama-3
llama-3-instruct
llama-3-instruct-3b
3b
code
code-instruct
python
dev-ops
terraform
azure
aws
gcp
architect
engineer
developer
conversational
chat
instruct
Eval Results
Inference Endpoints
Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +137 -0
- llama3.2-3b-esper2.Q4_0.gguf +3 -0
.gitattributes
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llama3.2-3b-esper2.Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
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README.md
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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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- esper
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- esper-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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- code
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- code-instruct
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- python
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- dev-ops
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- terraform
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- azure
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- aws
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- gcp
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- architect
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- engineer
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- developer
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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/Titanium
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- sequelbox/Tachibana
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- sequelbox/Supernova
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model-index:
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- name: ValiantLabs/Llama3.2-3B-Esper2
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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: Winogrande (5-Shot)
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type: Winogrande
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 65.27
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name: acc
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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: ARC Challenge (25-Shot)
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type: arc-challenge
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args:
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num_few_shot: 25
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metrics:
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- type: acc_norm
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value: 43.17
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name: normalized accuracy
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model_type: llama
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license: llama3.2
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---
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![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64f267a8a4f79a118e0fcc89/4I6oK8DG0so4VD8GroFsd.jpeg)
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Esper 2 is a DevOps and cloud architecture code specialist built on Llama 3.2 3b.
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- Expertise-driven, an AI assistant focused on AWS, Azure, GCP, Terraform, Dockerfiles, pipelines, shell scripts and more!
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- Real world problem solving and high quality code instruct performance within the Llama 3.2 Instruct chat format
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- Finetuned on synthetic [DevOps-instruct](https://huggingface.co/datasets/sequelbox/Titanium) and [code-instruct](https://huggingface.co/datasets/sequelbox/Tachibana) data generated with Llama 3.1 405b.
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- Overall chat performance supplemented with [generalist chat data.](https://huggingface.co/datasets/sequelbox/Supernova)
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Try our code-instruct AI assistant [Enigma!](https://huggingface.co/ValiantLabs/Llama3.1-8B-Enigma)
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## Version
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This is the **2024-10-03** release of Esper 2 for Llama 3.2 3b.
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Esper 2 is also available for [Llama 3.1 8b!](https://huggingface.co/ValiantLabs/Llama3.1-8B-Esper2)
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Esper 2 will be coming to more model sizes soon :)
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## Prompting Guide
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Esper 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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```python
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import transformers
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import torch
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model_id = "ValiantLabs/Llama3.2-3B-Esper2"
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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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messages = [
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{"role": "system", "content": "You are an AI assistant."},
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{"role": "user", "content": "Hi, how do I optimize the size of a Docker image?"}
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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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print(outputs[0]["generated_text"][-1])
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```
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## The Model
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Esper 2 is built on top of Llama 3.2 3b Instruct, improving performance through high quality DevOps, code, and chat data in Llama 3.2 Instruct prompt style.
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Our current version of Esper 2 is trained on DevOps data from [sequelbox/Titanium](https://huggingface.co/datasets/sequelbox/Titanium), supplemented by code-instruct data from [sequelbox/Tachibana](https://huggingface.co/datasets/sequelbox/Tachibana) and general chat data from [sequelbox/Supernova.](https://huggingface.co/datasets/sequelbox/Supernova)
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![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/63444f2687964b331809eb55/VCJ8Fmefd8cdVhXSSxJiD.jpeg)
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Esper 2 is created by [Valiant Labs.](http://valiantlabs.ca/)
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[Check out our HuggingFace page for Shining Valiant 2, Enigma, and our other Build Tools models for creators!](https://huggingface.co/ValiantLabs)
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[Follow us on X for updates on our models!](https://twitter.com/valiant_labs)
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We care about open source.
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For everyone to use.
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We encourage others to finetune further from our models.
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llama3.2-3b-esper2.Q4_0.gguf
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:b1abb522cd58e8f281a7f5bd375bf81f0add39d8d55e0a4c8f9e79ff85730b7e
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size 1917191200
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