Instructions to use DarkArtsForge/Paimon-24B-v3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use DarkArtsForge/Paimon-24B-v3 with Transformers:

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

pipe = pipeline("text-generation", model="DarkArtsForge/Paimon-24B-v3")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("DarkArtsForge/Paimon-24B-v3")
model = AutoModelForCausalLM.from_pretrained("DarkArtsForge/Paimon-24B-v3", 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 DarkArtsForge/Paimon-24B-v3 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "DarkArtsForge/Paimon-24B-v3"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DarkArtsForge/Paimon-24B-v3",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/DarkArtsForge/Paimon-24B-v3

SGLang

How to use DarkArtsForge/Paimon-24B-v3 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 "DarkArtsForge/Paimon-24B-v3" \
    --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": "DarkArtsForge/Paimon-24B-v3",
		"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 "DarkArtsForge/Paimon-24B-v3" \
        --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": "DarkArtsForge/Paimon-24B-v3",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use DarkArtsForge/Paimon-24B-v3 with Docker Model Runner:
```
docker model run hf.co/DarkArtsForge/Paimon-24B-v3
```
Browse Quantizations to use this model in llama.cpp, Ollama, LM Studio, or any compatible app.

⚠️ Warning: This model can produce narratives and RP that contain violent and graphic erotic content. Adjust your system prompt accordingly. Also, use Mistral Tekken template for best results.

👺 Paimon 24B v3

This is a merge of pre-trained language models created using mergekit.

🔀 Merge Details

🛠️ Merge Method

This model was merged using the DELLA merge method using mistralai/Mistral-Small-24B-Instruct-2501 as a base.

🏭 Models Merged

v1:

mistralai/Mistral-Small-24B-Instruct-2501
c4tdr0ut/grok-oss-Apollyon-24B
Casual-Autopsy/The-True-Abomination-24B
DavidAU/Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored
mradermacher/BlackXorDolphTronGOAT-GGUF

v2:

mistralai/Mistral-Small-24B-Instruct-2501
c4tdr0ut/grok-oss-Apollyon-24B
Casual-Autopsy/The-True-Abomination-24B
DavidAU/Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored
mradermacher/BlackXorDolphTronGOAT-GGUF
Nabbers1999/MS-24B-Bathory-GRPO
PocketDoc/Dans-DangerousWinds-V1.1.1-24b
ReadyArt/Broken-Tutu-24B-Transgression-v2.0
TroyDoesAI/BlackSheep-24B

v3:

mistralai/Mistral-Small-24B-Instruct-2501
c4tdr0ut/grok-oss-Apollyon-24B
Casual-Autopsy/The-True-Abomination-24B
darkc0de/XortronCriminalComputingConfig
DavidAU/Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored
mradermacher/BlackXorDolphTronGOAT-GGUF
Nabbers1999/MS-24B-Bathory-GRPO
PocketDoc/Dans-DangerousWinds-V1.1.1-24b
ReadyArt/Broken-Tutu-24B-Transgression-v2.0
TheDrummer/Cydonia-24B-v2
TroyDoesAI/BlackSheep-24B

Excluded from v3:

Undi95/MistralThinker-v1.1
SlerpE/CardProjector-24B-v1
spacewars123/Space-Wars-24B-v1.00a
arcee-ai/Arcee-Blitz
ArliAI/Mistral-Small-24B-ArliAI-RPMax-v1.4
Mawdistical/Mawdistic-NightLife-24b

⚙️ Configuration

v1:

architecture: MistralForCausalLM
models:
  - model: B:/24B/c4tdr0ut--grok-oss-Apollyon-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 1.0
        - filter: "embed_tokens"
          value: 1.0
        - value: 0.5
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--mradermacher--BlackXorDolphTronGOAT-GGUF
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.5
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/DavidAU--Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.5
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/Casual-Autopsy--The-True-Abomination-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.5
      density: 0.9
      epsilon: 0.09
merge_method: della
base_model: B:/24B/mistralai--Mistral-Small-24B-Instruct-2501
parameters:
  lambda: 1.0
  normalize: false
  int8_mask: false
  rescale: true
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: union
chat_template: auto

v2:

architecture: MistralForCausalLM
models:
  - model: B:/24B/c4tdr0ut--grok-oss-Apollyon-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--mradermacher--BlackXorDolphTronGOAT-GGUF
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--Nabbers1999--MS-24B-Bathory-GRPO
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--ReadyArt--Broken-Tutu-24B-Transgression-v2.0
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--PocketDoc--Dans-DangerousWinds-V1.1.1-24b
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/TroyDoesAI--BlackSheep-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 1.0
        - filter: "embed_tokens"
          value: 1.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/Casual-Autopsy--The-True-Abomination-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/DavidAU--Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.25
      density: 0.9
      epsilon: 0.09
merge_method: della
base_model: B:/24B/!models--mistralai--Mistral-Small-24B-Instruct-2501
parameters:
  lambda: 1.0
  normalize: false
  int8_mask: false
  rescale: true
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: union
chat_template: auto

v3:

architecture: MistralForCausalLM
models:
  - model: B:/24B/c4tdr0ut--grok-oss-Apollyon-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--mradermacher/BlackXorDolphTronGOAT-GGUF
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--Nabbers1999--MS-24B-Bathory-GRPO
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/TheDrummer--Cydonia-24B-v2
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--ReadyArt--Broken-Tutu-24B-Transgression-v2.0
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--PocketDoc--Dans-DangerousWinds-V1.1.1-24b
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/TroyDoesAI--BlackSheep-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 1.0
        - filter: "embed_tokens"
          value: 1.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/Casual-Autopsy--The-True-Abomination-24B
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/!models--darkc0de--XortronCriminalComputingConfig
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
  - model: B:/24B/DavidAU--Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored
    parameters:
      weight:
        - filter: "lm_head"
          value: 0.0
        - filter: "embed_tokens"
          value: 0.0
        - value: 0.2
      density: 0.9
      epsilon: 0.09
merge_method: della
base_model: B:/24B/!models--mistralai--Mistral-Small-24B-Instruct-2501
parameters:
  lambda: 1.0
  normalize: false
  int8_mask: false
  rescale: true
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: union
chat_template: auto

📋 Audit Reports

[Paimon v1 DELLA Audit] Layer: model.layers.24.mlp.down_proj.weight | Lambda=1.00
  [BASE] !models--mistralai--Mistral-Small-24B-Instruct-250
  !models--mradermacher--BlackXorDolphTronGOAT-GGUF : ████████                                            16.8% (W:0.50 D:0.90 N:0.44 E:0.09)
  Casual-Autopsy--The-True-Abomination-24B          : █████████████                                       27.4% (W:0.50 D:0.90 N:0.72 E:0.09)
  DavidAU--Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-: █████████                                           19.5% (W:0.50 D:0.90 N:0.51 E:0.09)
  c4tdr0ut--grok-oss-Apollyon-24B                   : ██████████████████                                  36.3% (W:0.50 D:0.90 N:0.95 E:0.09)

[Paimon v2 DELLA Audit] Layer: model.layers.24.mlp.down_proj.weight | Lambda=1.00
  [BASE] !models--mistralai--Mistral-Small-24B-Instruct-250
  !models--Nabbers1999--MS-24B-Bathory-GRPO         : ██████                                              12.4% (W:0.25 D:0.90 N:0.58 E:0.09)
  !models--PocketDoc--Dans-DangerousWinds-V1.1.1-24b: █████████                                           19.4% (W:0.25 D:0.90 N:0.91 E:0.09)
  !models--ReadyArt--Broken-Tutu-24B-Transgression-v: ██                                                   4.6% (W:0.25 D:0.90 N:0.21 E:0.09)
  !models--mradermacher--BlackXorDolphTronGOAT-GGUF : ████                                                 9.4% (W:0.25 D:0.90 N:0.44 E:0.09)
  Casual-Autopsy--The-True-Abomination-24B          : ███████                                             15.3% (W:0.25 D:0.90 N:0.72 E:0.09)
  DavidAU--Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-: █████                                               10.9% (W:0.25 D:0.90 N:0.51 E:0.09)
  TroyDoesAI--BlackSheep-24B                        : ███                                                  7.6% (W:0.25 D:0.90 N:0.36 E:0.09)
  c4tdr0ut--grok-oss-Apollyon-24B                   : ██████████                                          20.4% (W:0.25 D:0.90 N:0.95 E:0.09)

[Paimon v3 DELLA Audit] Layer: model.layers.24.mlp.down_proj.weight | Lambda=1.00
  [BASE] !models--mistralai--Mistral-Small-24B-Instruct-250
  !models--darkc0de--XortronCriminalComputingConfig : ███                                                  6.4% (W:0.20 D:0.90 N:0.08 E:0.09)
  !models--Nabbers1999--MS-24B-Bathory-GRPO         : █████                                               10.9% (W:0.20 D:0.90 N:0.14 E:0.09)
  !models--PocketDoc--Dans-DangerousWinds-V1.1.1-24b: ████████                                            17.6% (W:0.20 D:0.90 N:0.23 E:0.09)
  !models--ReadyArt--Broken-Tutu-24B-Transgression-v: ██                                                   4.1% (W:0.20 D:0.90 N:0.05 E:0.09)
  !models--mradermacher--BlackXorDolphTronGOAT-GGUF : ████                                                 8.1% (W:0.20 D:0.90 N:0.11 E:0.09)
  Casual-Autopsy--The-True-Abomination-24B          : ███████                                             14.6% (W:0.20 D:0.90 N:0.19 E:0.09)
  DavidAU--Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-: ████                                                 9.4% (W:0.20 D:0.90 N:0.12 E:0.09)
  TheDrummer--Cydonia-24B-v2                        : ██                                                   4.5% (W:0.20 D:0.90 N:0.06 E:0.09)
  TroyDoesAI--BlackSheep-24B                        : ███                                                  6.4% (W:0.20 D:0.90 N:0.08 E:0.09)
  c4tdr0ut--grok-oss-Apollyon-24B                   : █████████                                           18.1% (W:0.20 D:0.90 N:0.23 E:0.09)

--- MAGNITUDE ANALYSIS & DATA POINTS ---
ID    | Status     | Delta Norm   | Orig Size    | Model Name
----------------------------------------------------------------------------------------------------
#1    | HIGH MAG   | 2.6618       | 33554432     | c4tdr0ut--grok-oss-Apollyon-24B
#2    | OK         | 1.1587       | 33554432     | mradermacher--BlackXorDolphTronGOAT-GGUF
#3    | OK         | 0.5315       | 33554432     | Nabbers1999--MS-24B-Bathory-GRPO
#4    | OK         | 0.9909       | 33554432     | Undi95--MistralThinker-v1.1
#5    | OK         | 0.6966       | 33554432     | TheDrummer--Cydonia-24B-v2
#6    | OK         | 0.5555       | 33554432     | ReadyArt--Broken-Tutu-24B-Transgression-v2.0
#7    | OK         | 0.8735       | 33554432     | spacewars123--Space-Wars-24B-v1.00a
#8    | OK         | 1.3078       | 33554432     | arcee-ai--Arcee-Blitz
#9    | OK         | 1.1599       | 33554432     | PocketDoc--Dans-DangerousWinds-V1.1.1-24b
#10   | OK         | 0.4419       | 33554432     | TroyDoesAI--BlackSheep-24B
#11   | OK         | 1.2262       | 33554432     | Casual-Autopsy--The-True-Abomination-24B
#12   | OK         | 0.4419       | 33554432     | !darkc0de--XortronCriminalComputingConfig
#13   | OK         | 0.9952       | 33554432     | DavidAU--Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored
#14   | OK         | 1.1321       | 33554432     | ArliAI--Mistral-Small-24B-ArliAI-RPMax-v1.4
#15   | HIGH MAG   | 2.8904       | 33554432     | SlerpE--CardProjector-24B-v1
#16   | OK         | 0.2650       | 33554432     | Mawdistical--Mawdistic-NightLife-24b