Instructions to use togethercomputer/RedPajama-INCITE-7B-Base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use togethercomputer/RedPajama-INCITE-7B-Base with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="togethercomputer/RedPajama-INCITE-7B-Base")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("togethercomputer/RedPajama-INCITE-7B-Base")
model = AutoModelForCausalLM.from_pretrained("togethercomputer/RedPajama-INCITE-7B-Base", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use togethercomputer/RedPajama-INCITE-7B-Base with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "togethercomputer/RedPajama-INCITE-7B-Base"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "togethercomputer/RedPajama-INCITE-7B-Base",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/togethercomputer/RedPajama-INCITE-7B-Base

SGLang

How to use togethercomputer/RedPajama-INCITE-7B-Base with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "togethercomputer/RedPajama-INCITE-7B-Base" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "togethercomputer/RedPajama-INCITE-7B-Base",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "togethercomputer/RedPajama-INCITE-7B-Base" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "togethercomputer/RedPajama-INCITE-7B-Base",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use togethercomputer/RedPajama-INCITE-7B-Base with Docker Model Runner:
```
docker model run hf.co/togethercomputer/RedPajama-INCITE-7B-Base
```

juewang commited on May 5, 2023

Commit

6ebc83d

1 Parent(s): c504c59

Update README.md

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@@ -6,19 +6,14 @@ language:
 # RedPajama-Base-INCITE-6.9B
-TODO:
-> TLDR: RedPajama-Base-INCITE-6.9B is a 6.9B parameter language model.
-RedPajama-Base-INCITE-6.9B is TODO.
 ## Model Details
 - **Developed by**: Together Computer.
 - **Model type**: Language Model
 - **Language(s)**: English
 - **License**: Apache 2.0
-- **Model Description**: A 6.9B parameter open source language model.
-- **Resources for more information**: TODO.
 # Quick Start
@@ -85,22 +80,17 @@ Excluded uses are described below.
 ### Misuse, Malicious Use, and Out-of-Scope Use
-TODO:
-The OpenChatKit community provides RedPajama-Base-INCITE-6.9B as an open source tool for building chatbots.
-The community is not responsible for any misuse, malicious use, or out-of-scope use of the model.
 It is the responsibility of the end user to ensure that the model is used in a responsible and ethical manner.
 #### Out-of-Scope Use
-TODO:
-RedPajama-Base-INCITE-6.9B is designed for use in chatbot applications and may not perform well for other use cases outside of its intended scope.
 For example, it may not be suitable for use in safety-critical applications or for making decisions that have a significant impact on individuals or society.
 It is important to consider the limitations of the model and to only use it for its intended purpose.
 #### Misuse and Malicious Use
-TODO:
-RedPajama-Base-INCITE-6.9B is designed for use in chatbot applications and should not be used for any other purpose.
 Misuse of the model, such as using it to engage in illegal or unethical activities, is strictly prohibited and goes against the principles of the OpenChatKit community project.
 Using the model to generate content that is cruel to individuals is a misuse of this model. This includes, but is not limited to:
@@ -117,8 +107,7 @@ Using the model to generate content that is cruel to individuals is a misuse of
 ## Limitations
-TODO:
-RedPajama-Base-INCITE-6.9B, like other language model-based chatbots, has limitations that should be taken into consideration.
 For example, the model may not always provide accurate or relevant answers, particularly for questions that are complex, ambiguous, or outside of its training data.
 We therefore welcome contributions from individuals and organizations, and encourage collaboration towards creating a more robust and inclusive chatbot.

 # RedPajama-Base-INCITE-6.9B
+RedPajama-Base-INCITE-6.9B-v1, is a large transformer-based language model developed by Together Computer and trained on the RedPajama-Data-1T dataset.
 ## Model Details
 - **Developed by**: Together Computer.
 - **Model type**: Language Model
 - **Language(s)**: English
 - **License**: Apache 2.0
+- **Model Description**: A 6.9B parameter pretrained language model.
 # Quick Start
 ### Misuse, Malicious Use, and Out-of-Scope Use
 It is the responsibility of the end user to ensure that the model is used in a responsible and ethical manner.
 #### Out-of-Scope Use
+RedPajama-Base-INCITE-6.9B is a language model and may not perform well for other use cases outside of its intended scope.
 For example, it may not be suitable for use in safety-critical applications or for making decisions that have a significant impact on individuals or society.
 It is important to consider the limitations of the model and to only use it for its intended purpose.
 #### Misuse and Malicious Use
+RedPajama-Base-INCITE-6.9B is designed for language modeling.
 Misuse of the model, such as using it to engage in illegal or unethical activities, is strictly prohibited and goes against the principles of the OpenChatKit community project.
 Using the model to generate content that is cruel to individuals is a misuse of this model. This includes, but is not limited to:
 ## Limitations
+RedPajama-Base-INCITE-6.9B, like other language models, has limitations that should be taken into consideration.
 For example, the model may not always provide accurate or relevant answers, particularly for questions that are complex, ambiguous, or outside of its training data.
 We therefore welcome contributions from individuals and organizations, and encourage collaboration towards creating a more robust and inclusive chatbot.