GPT-4
Overview
GPT-4 is a high-parameter large language model designed for complex reasoning and high-precision text generation. For developers, its primary value lies in its superior ability to handle nuanced instructions, maintain long-context coherence, and solve multi-step logic problems that typically trip up smaller models. It excels in sophisticated use cases such as automated code generation, detailed technical documentation, and complex data synthesis. Integration is streamlined via a REST API, offering adjustable temperature and system prompts to fine-tune output deterministic behavior. Compared to its predecessors, it demonstrates a significant reduction in hallucinations and a marked improvement in zero-shot performance across diverse professional domains.
Highlights
- Advanced logical reasoning for complex multi-step problem solving
- High-precision code generation and technical debugging capabilities
- Strong zero-shot performance across diverse professional domains
- Robust API integration with customizable system-level prompting
Usage
API Example
# Install OpenAI SDK
pip install openai
# Use API
from openai import OpenAI
client = OpenAI(api_key="your-api-key")
response = client.chat.completions.create(
model="gpt-4",
messages=[{"role": "user", "content": "Hello!"}]
)
print(response.choices[0].message.content)
Hugging Face Download
We recommend downloading the model via the Hugging Face CLI or Hub SDK.
Guidance:Before downloading, install huggingface_hub with:
Guidance
pip install -U huggingface_hub
CLI Download
Download the full repository
Download the full repository
huggingface-cli download openai/gpt-4
Download a single file to a local folder (e.g. config.json into ./dir)
Download a single file to a local folder (e.g. config.json into ./dir)
huggingface-cli download openai/gpt-4 config.json --local-dir ./dir
See the official docs for more CLI options
SDK Download
SDK Download
# 模型下载
from huggingface_hub import snapshot_download
model_dir = snapshot_download('openai/gpt-4')
Git Download
Make sure git-lfs is installed first
Git Download
git lfs install
git clone https://huggingface.co/openai/gpt-4
To skip LFS large-file downloads, use:
Skip LFS
GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/openai/gpt-4
Model files are hosted on the Hugging Face Hub — download directly via HF CLI / SDK / Git, not through this site.
PyTorch / Transformers Usage
Install Transformers
Install Transformers
pip install -U transformers torch
Load the model and run inference
Load the model and run inference
from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained('openai/gpt-4')
tokenizer = AutoTokenizer.from_pretrained('openai/gpt-4')