Instructions to use felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2 with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-Coder-7B-Instruct")
model = PeftModel.from_pretrained(base_model, "felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2")

Transformers

How to use felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2 with Transformers:

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

pipe = pipeline("text-generation", model="felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2")
model = AutoModelForCausalLM.from_pretrained("felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2", 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 felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2

SGLang

How to use felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2 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 "felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2" \
    --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": "felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2",
		"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 "felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2" \
        --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": "felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2 with Docker Model Runner:
```
docker model run hf.co/felixwangg/Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2
```

Qwen2.5-Coder-7B-sft-plus-alpha-1-token-diff-ctx5-v2 / debug.log

felixwangg

Upload folder using huggingface_hub

fa9f3af verified 4 months ago

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	Loading checkpoint shards: 0%\| \| 0/4 [00:00<?, ?it/s] Loading checkpoint shards: 25%\|████████████████▊ \| 1/4 [00:00<00:02, 1.08it/s] Loading checkpoint shards: 50%\|█████████████████████████████████▌ \| 2/4 [00:01<00:01, 1.08it/s] Loading checkpoint shards: 75%\|██████████████████████████████████████████████████▎ \| 3/4 [00:02<00:00, 1.16it/s] Loading checkpoint shards: 100%\|███████████████████████████████████████████████████████████████████\| 4/4 [00:02<00:00, 1.65it/s] Loading checkpoint shards: 100%\|███████████████████████████████████████████████████████████████████\| 4/4 [00:02<00:00, 1.40it/s]
	[2026-04-12 22:49:43,691] [WARNING] [py.warnings._showwarnmsg:112] [PID:1937474] /scratch/tkwang/SecSteer-v2/.venv/lib/python3.12/site-packages/trl/extras/vllm_client.py:37: UserWarning: TRL currently supports vLLM versions: 0.10.2, 0.11.0, 0.11.1, 0.11.2, 0.12.0. You have version 0.19.0 installed. We recommend installing a supported version to avoid compatibility issues.
	if is_vllm_available():

	[2026-04-12 22:49:44,187] [WARNING] [py.warnings._showwarnmsg:112] [PID:1937474] /scratch/tkwang/SecSteer-v2/.venv/lib/python3.12/site-packages/trl/trainer/grpo_trainer.py:105: UserWarning: TRL currently supports vLLM versions: 0.10.2, 0.11.0, 0.11.1, 0.11.2, 0.12.0. You have version 0.19.0 installed. We recommend installing a supported version to avoid compatibility issues.
	if is_vllm_available():

	DiffMaskPlugin: patching trainer with alpha=1.0
	DiffMaskPlugin: compute_loss and prediction_step patched
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-mu0k_iix'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-z7_bgt4w'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-e1hoducw'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-tsnk8r8n'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-_8byf58m'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-vvfgev_1'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-okqtw209'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-j6xgpmur'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-scqe_uii'
	Traceback (most recent call last):
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 303, in _run_finalizers
	finalizer()
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 227, in __call__
	res = self._callback(self._args, *self._kwargs)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/multiprocessing/util.py", line 136, in _remove_temp_dir
	rmtree(tempdir, onerror=onerror)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 759, in rmtree
	_rmtree_safe_fd(stack, onexc)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 703, in _rmtree_safe_fd
	onexc(func, path, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 700, in _rmtree_safe_fd
	onexc(os.unlink, fullname, err)
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 750, in onexc
	return onerror(func, path, exc_info)
	^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
	File "/home/tkwang/.local/share/uv/python/cpython-3.12.12-linux-x86_64-gnu/lib/python3.12/shutil.py", line 698, in _rmtree_safe_fd
	os.unlink(entry.name, dir_fd=topfd)
	OSError: [Errno 16] Device or resource busy: '/home/tkwang/.cache/tmp/pymp-1m_3_crz'