Instructions to use AdminReal/NexusCoder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use AdminReal/NexusCoder with Transformers:

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

pipe = pipeline("text-generation", model="AdminReal/NexusCoder")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("AdminReal/NexusCoder")
model = AutoModelForCausalLM.from_pretrained("AdminReal/NexusCoder", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use AdminReal/NexusCoder with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "AdminReal/NexusCoder"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AdminReal/NexusCoder",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/AdminReal/NexusCoder

SGLang

How to use AdminReal/NexusCoder 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 "AdminReal/NexusCoder" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AdminReal/NexusCoder",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "AdminReal/NexusCoder" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AdminReal/NexusCoder",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use AdminReal/NexusCoder with Docker Model Runner:
```
docker model run hf.co/AdminReal/NexusCoder
```

NexusCoder / configs /code_corpus.yaml

AdminReal

Import NexusCoder from github.com/mhieuhonda/NexusCoder

eca5751 verified about 1 month ago

Raw

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104 kB

	# ============================================================================
	# Nexus Coder v0.4 — Code Corpus (curated GitHub repos)
	# ============================================================================
	# Curated list of high-quality open-source GitHub repositories used as
	# training data for the CyberForge training pipeline (Code Genome Init +
	# Expert Speciation Curriculum).
	#
	# Each repo: (owner, name, languages, max_files)
	# Languages: list of primary languages (e.g. ["python", "c"])
	# max_files: cap on number of files to extract from this repo
	#
	# Author: Hieu Louis (2026)
	# ============================================================================

	version: 0.4.0
	total_repos: 1030
	last_updated: '2026-08-17'
	categories:
	python_core:
	description: Core Python language, stdlib, tooling
	repos:
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	name: cpython
	languages:
	- python
	- c
	max_files: 5000
	- owner: pypa
	name: pip
	languages:
	- python
	max_files: 2000
	- owner: pypa
	name: setuptools
	languages:
	- python
	max_files: 1500
	- owner: pypa
	name: wheel
	languages:
	- python
	max_files: 500
	- owner: pypa
	name: build
	languages:
	- python
	max_files: 500
	- owner: pypa
	name: virtualenv
	languages:
	- python
	max_files: 1500
	- owner: pypa
	name: packaging
	languages:
	- python
	max_files: 500
	- owner: python
	name: peps
	languages:
	- python
	max_files: 1000
	- owner: python
	name: typeshed
	languages:
	- python
	max_files: 5000
	- owner: python
	name: mypy
	languages:
	- python
	max_files: 3000
	- owner: python
	name: pyperformance
	languages:
	- python
	max_files: 500
	- owner: psf
	name: requests
	languages:
	- python
	max_files: 1000
	- owner: psf
	name: black
	languages:
	- python
	max_files: 2000
	- owner: pycqa
	name: flake8
	languages:
	- python
	max_files: 1000
	- owner: pycqa
	name: isort
	languages:
	- python
	max_files: 500
	- owner: pycqa
	name: pytest
	languages:
	- python
	max_files: 3000
	- owner: pycqa
	name: pylint
	languages:
	- python
	max_files: 3000
	- owner: pycqa
	name: bandit
	languages:
	- python
	max_files: 500
	- owner: pycqa
	name: coveragepy
	languages:
	- python
	max_files: 2000
	- owner: pycqa
	name: astroid
	languages:
	- python
	max_files: 1500
	- owner: python-attrs
	name: attrs
	languages:
	- python
	max_files: 800
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	name: pydantic
	languages:
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	max_files: 2000
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	name: httpx
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	name: starlette
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	name: uvicorn
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	name: django
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	max_files: 5000
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	name: werkzeug
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	- python
	max_files: 1000
	- owner: pallets
	name: jinja
	languages:
	- python
	max_files: 1000
	- owner: pallets
	name: click
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	name: itsdangerous
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	max_files: 300
	- owner: pallets
	name: markupsafe
	languages:
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	- c
	max_files: 500
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	name: fastapi
	languages:
	- python
	max_files: 2000
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	name: sanic
	languages:
	- python
	max_files: 2000
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	name: tornado
	languages:
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	max_files: 3000
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	name: pyramid
	languages:
	- python
	max_files: 1500
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	name: bottle
	languages:
	- python
	max_files: 800
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	name: falcon
	languages:
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	max_files: 1500
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	name: djangorestframework
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	- python
	max_files: 3000
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	name: wagtail
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	max_files: 5000
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	name: mezzanine
	languages:
	- python
	max_files: 2000
	- owner: viewflow
	name: viewflow
	languages:
	- python
	max_files: 1000
	- owner: python-restx
	name: flask-restx
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	max_files: 800
	- owner: flask-admin
	name: flask-admin
	languages:
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	max_files: 1000
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	name: flask-login
	languages:
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	max_files: 500
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	name: flask-cors
	languages:
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	max_files: 2000
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	name: textblob
	languages:
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	max_files: 800
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	name: zope
	languages:
	- python
	max_files: 1500
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	name: elasticsearch-py
	languages:
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	max_files: 1000
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	name: redis-py
	languages:
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	max_files: 1500
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	name: mongo-python-driver
	languages:
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	max_files: 3000
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	max_files: 5000
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	languages:
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	max_files: 1500
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	languages:
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	max_files: 1000
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	name: graphene
	languages:
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	max_files: 2000
	- owner: graphql-python
	name: graphql-core
	languages:
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	max_files: 1500
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	languages:
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	max_files: 2000
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	languages:
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	max_files: 1000
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	max_files: 4000
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	max_files: 2000
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	name: vine
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	max_files: 500
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	max_files: 1000
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	name: rq
	languages:
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	max_files: 1000
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	name: airflow
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	max_files: 8000
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	name: luigi
	languages:
	- python
	max_files: 2000
	- owner: joblib
	name: joblib
	languages:
	- python
	max_files: 1500
	- owner: jupyter
	name: notebook
	languages:
	- python
	max_files: 5000
	- owner: jupyter
	name: jupyterlab
	languages:
	- python
	- typescript
	max_files: 5000
	- owner: jupyter
	name: ipython
	languages:
	- python
	max_files: 4000
	- owner: jupyter
	name: nbformat
	languages:
	- python
	max_files: 500
	- owner: jupyter
	name: nbconvert
	languages:
	- python
	max_files: 1500
	- owner: jupyter-server
	name: jupyter_server
	languages:
	- python
	max_files: 1500
	- owner: ipython
	name: ipykernel
	languages:
	- python
	max_files: 500
	- owner: jupyter
	name: qtconsole
	languages:
	- python
	max_files: 800
	- owner: jupyter-widgets
	name: ipywidgets
	languages:
	- python
	max_files: 1500
	python_data:
	description: Python data science (pandas, numpy, polars)
	repos:
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	name: pandas
	languages:
	- python
	- c
	max_files: 8000
	- owner: numpy
	name: numpy
	languages:
	- python
	- c
	max_files: 5000
	- owner: scipy
	name: scipy
	languages:
	- python
	- c
	- fortran
	max_files: 5000
	- owner: pola-rs
	name: polars
	languages:
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	- rust
	max_files: 3000
	- owner: dask
	name: dask
	languages:
	- python
	max_files: 5000
	- owner: apache
	name: arrow
	languages:
	- python
	- c++
	max_files: 8000
	- owner: modin-project
	name: modin
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	- python
	max_files: 2000
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	name: vaex
	languages:
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	max_files: 2000
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	languages:
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	max_files: 3000
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	name: numba
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	name: cupy
	languages:
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	- c++
	max_files: 4000
	- owner: h5py
	name: h5py
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	- c
	max_files: 2000
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	- c
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	- rust
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	- rust
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
	max_files: 2000
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
	max_files: 1500
	- owner: hashicorp
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	- go
	max_files: 1000
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	languages:
	- go
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	- owner: hashicorp
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	- go
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	- go
	max_files: 1000
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	- go
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	- owner: docker
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
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	- go
	max_files: 1500
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	- go
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	- go
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	- go
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	- go
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	- owner: opencontainers
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	- go
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	- owner: opencontainers
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	- go
	- markdown
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	- owner: opencontainers
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	- go
	- markdown
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	- owner: opencontainers
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	- go
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	- owner: opencontainers
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	- go
	max_files: 200
	- owner: opencontainers
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	- go
	max_files: 1500
	java_core:
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	- java
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	- java
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	- java
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	- java
	max_files: 500
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	- java
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	- owner: spring-projects
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	- java
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	- owner: spring-projects
	name: spring-data-redis
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	- java
	max_files: 1500
	- owner: spring-projects
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	languages:
	- java
	max_files: 1500
	- owner: spring-projects
	name: spring-security
	languages:
	- java
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	- owner: spring-projects
	name: spring-cloud
	languages:
	- java
	max_files: 3000
	- owner: spring-projects
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	languages:
	- java
	max_files: 1500
	- owner: spring-projects
	name: spring-kafka
	languages:
	- java
	max_files: 1500
	- owner: spring-projects
	name: spring-amqp
	languages:
	- java
	max_files: 1000
	- owner: spring-projects
	name: spring-session
	languages:
	- java
	max_files: 1500
	- owner: spring-projects
	name: spring-batch
	languages:
	- java
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	- owner: spring-projects
	name: spring-integration
	languages:
	- java
	max_files: 3000
	- owner: spring-projects
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	- java
	max_files: 800
	- owner: spring-projects
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	languages:
	- java
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	- owner: spring-projects
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	- java
	max_files: 800
	- owner: spring-projects
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	languages:
	- java
	max_files: 1500
	- owner: hibernate
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	- java
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	- owner: hibernate
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	- java
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	- owner: hibernate
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	- java
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	- owner: hibernate
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	- java
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	- owner: quarkusio
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	- java
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	- owner: quarkusio
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	- java
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	- owner: eclipse-vertx
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	languages:
	- java
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	- owner: micronaut-projects
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	- java
	- groovy
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	- owner: micronaut-projects
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	- java
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	- owner: micronaut-projects
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	- java
	max_files: 1500
	- owner: micronaut-projects
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	languages:
	- java
	max_files: 1500
	- owner: apache
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	- scala
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	- owner: apache
	name: camel
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	- java
	max_files: 10000
	- owner: apache
	name: spark
	languages:
	- scala
	- java
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	- owner: apache
	name: flink
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	- java
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	- owner: apache
	name: beam
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	- java
	- python
	max_files: 10000
	- owner: apache
	name: hadoop
	languages:
	- java
	- shell
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	- owner: apache
	name: hbase
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	- java
	max_files: 5000
	- owner: apache
	name: cassandra
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	- java
	max_files: 8000
	- owner: apache
	name: tomcat
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	- java
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	- owner: apache
	name: maven
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	- java
	max_files: 5000
	- owner: apache
	name: groovy
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	- java
	- groovy
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	- owner: apache
	name: jmeter
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	- java
	max_files: 5000
	- owner: apache
	name: lucene
	languages:
	- java
	max_files: 5000
	- owner: apache
	name: solr
	languages:
	- java
	max_files: 5000
	- owner: apache
	name: commons-lang
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	- java
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	- owner: apache
	name: commons-io
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	- java
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	- owner: apache
	name: commons-collections
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	- java
	max_files: 1500
	- owner: apache
	name: commons-codec
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	- java
	max_files: 500
	- owner: apache
	name: commons-compress
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	- java
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	- owner: apache
	name: commons-math
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	- java
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	- owner: apache
	name: commons-net
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	- java
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	- owner: apache
	name: commons-text
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	- java
	max_files: 800
	- owner: apache
	name: commons-csv
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	- java
	max_files: 500
	- owner: apache
	name: commons-dbutils
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	- java
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	- owner: apache
	name: commons-fileupload
	languages:
	- java
	max_files: 500
	- owner: apache
	name: commons-beanutils
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	- java
	max_files: 800
	- owner: apache
	name: commons-validator
	languages:
	- java
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	- owner: apache
	name: commons-exec
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	- java
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	- owner: apache
	name: commons-configuration
	languages:
	- java
	max_files: 1000
	- owner: apache
	name: httpcomponents-client
	languages:
	- java
	max_files: 2000
	- owner: apache
	name: httpcomponents-core
	languages:
	- java
	max_files: 1500
	- owner: google
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	- java
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	- owner: google
	name: gson
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	- java
	max_files: 1500
	- owner: google
	name: protobuf
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	- c++
	- python
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	- owner: google
	name: dagger
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	- java
	max_files: 1500
	- owner: google
	name: auto
	languages:
	- java
	max_files: 1500
	- owner: google
	name: tink
	languages:
	- java
	- go
	- python
	max_files: 2500
	- owner: google
	name: closure-compiler
	languages:
	- java
	- javascript
	max_files: 5000
	- owner: google
	name: error-prone
	languages:
	- java
	max_files: 2000
	- owner: google
	name: flogger
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	- java
	max_files: 1000
	- owner: google
	name: guice
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	- java
	max_files: 3000
	- owner: google
	name: google-java-format
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	- java
	max_files: 1000
	- owner: JetBrains
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	- java
	max_files: 15000
	- owner: JetBrains
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	- kotlin
	max_files: 1500
	- owner: JetBrains
	name: compose-jb
	languages:
	- kotlin
	max_files: 3000
	- owner: JetBrains
	name: intellij-community
	languages:
	- java
	- kotlin
	max_files: 15000
	- owner: Kotlin
	name: kotlinx.coroutines
	languages:
	- kotlin
	max_files: 2000
	- owner: Kotlin
	name: kotlinx.serialization
	languages:
	- kotlin
	max_files: 2000
	- owner: Kotlin
	name: kotlinx.html
	languages:
	- kotlin
	max_files: 800
	- owner: Kotlin
	name: kotlinx.atomicfu
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	- kotlin
	max_files: 500
	- owner: Kotlin
	name: kotlinx-datetime
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	- kotlin
	max_files: 500
	- owner: Kotlin
	name: kotlinx-io
	languages:
	- kotlin
	max_files: 800
	c_cpp:
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	- c
	- c++
	max_files: 15000
	- owner: gcc
	name: glibc
	languages:
	- c
	max_files: 8000
	- owner: llvm
	name: llvm-project
	languages:
	- c++
	max_files: 30000
	- owner: llvm
	name: compiler-rt
	languages:
	- c++
	max_files: 2000
	- owner: llvm
	name: libcxx
	languages:
	- c++
	max_files: 2500
	- owner: llvm
	name: libcxxabi
	languages:
	- c++
	max_files: 800
	- owner: llvm
	name: libunwind
	languages:
	- c++
	max_files: 800
	- owner: llvm
	name: openmp
	languages:
	- c++
	max_files: 1500
	- owner: llvm
	name: lld
	languages:
	- c++
	max_files: 1500
	- owner: llvm
	name: lldb
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	- c++
	max_files: 3000
	- owner: llvm
	name: polly
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	- c++
	max_files: 1000
	- owner: llvm
	name: mlir
	languages:
	- c++
	max_files: 3000
	- owner: llvm
	name: flang
	languages:
	- c++
	- fortran
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	- owner: llvm
	name: bolt
	languages:
	- c++
	max_files: 1000
	- owner: boostorg
	name: boost
	languages:
	- c++
	max_files: 15000
	- owner: boostorg
	name: beast
	languages:
	- c++
	max_files: 1500
	- owner: boostorg
	name: asio
	languages:
	- c++
	max_files: 1500
	- owner: boostorg
	name: system
	languages:
	- c++
	max_files: 300
	- owner: boostorg
	name: core
	languages:
	- c++
	max_files: 500
	- owner: boostorg
	name: config
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	- c++
	max_files: 800
	- owner: boostorg
	name: preprocessor
	languages:
	- c++
	max_files: 800
	- owner: boostorg
	name: mpl
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