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Model: Naphula/Slimaki-24B-v1.1-ramplus_tl
Source: Original Platform

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+license: apache-2.0
+base_model:
+- anthracite-core/Mistral-Small-3.2-24B-Instruct-2506-Text-Only
+- TheDrummer/Magidonia-24B-v4.3
+- TheDrummer/Precog-24B-v1
+- zerofata/MS3.2-PaintedFantasy-v3-24B
+- TheDrummer/Cydonia-24B-v4.3
+- ReadyArt/4.2.0-Broken-Tutu-24b
+- zerofata/MS3.2-PaintedFantasy-v2-24B
+datasets:
+- OccultAI/illuminati_imatrix_v1
+language:
+- en
+library_name: transformers
+tags:
+- ramplus_tl
+- merge
+- mergekit
+widget:
+  - text: "Ślimaki 24B v1.1 ramplus_tl"
+    output:
+      url: https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/5ZybvYIHF-URERiO7GbWJ.png
+---
+
+<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/FyBiCGYn-xghTyfIrxr9I.mpga"></audio>
+
+> [!CAUTION]
+> <span style="color:red; font-weight:bold">⚠️ Warning:</span> This model can produce narratives and RP that contain violent and graphic erotic content. Adjust your system prompt accordingly, and use **Mistral Tekken** chat template.
+>
+
+# 🐌 Ślimaki-24B-v1.1-ramplus_tl
+
+Experimental merge of the new arcee-mergekit method `ramplus_tl` using the same components as Maginum Cydoms and Slimaki.
+
+It may have some refusals and thus require jailbreaks or ablations in order to uncensor it.
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/5ZybvYIHF-URERiO7GbWJ.png" style="float:right; width:300px; height:300px; padding:10px;">
+
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+
+## Merge Details
+### Merge Methods
+
+This model was merged using the following merge method:
+- [Reinforced Agent Merging Plus (Tensor-Local)](https://arxiv.org/abs/2601.13572)
+
+Note: This merge was heavily inspired by [Maginum Cydoms](https://huggingface.co/Casual-Autopsy/Maginum-Cydoms-24B)
+
+This model was [requested](https://huggingface.co/24B-Suite/Mergedonia-Suite-24B-v1-GGUF/discussions/1) as a way to test Arcee's newest mergekit method on the Slimaki/Cydoms components.
+
+### Configuration
+```yaml
+merge_method: ramplus_tl  
+base_model: B:\24B\models--anthracite-core--Mistral-Small-3.2-24B-Instruct-2506-Text-Only
+models:  
+  - model: B:\24B\models--anthracite-core--Mistral-Small-3.2-24B-Instruct-2506-Text-Only
+  - model: B:\24B\models--TheDrummer--Cydonia-24B-v4.3
+  - model: B:\24B\models--ReadyArt--4.2.0-Broken-Tutu-24b
+  - model: B:\24B\models--zerofata--MS3.2-PaintedFantasy-v2-24B 
+  - model: B:\24B\models--TheDrummer--Magidonia-24B-v4.3
+  - model: B:\24B\models--TheDrummer--Precog-24B-v1  
+  - model: B:\24B\models--zerofata--MS3.2-PaintedFantasy-v3-24B
+parameters:  
+  epsilon: 0.001  # Increased from 1e-5 to 1e-3 for denser SFT/DPO task vectors  
+  r: 0.25         # Increased from 0.1 to 0.2-0.3 for better SFT behavior preservation  
+  alpha: 0.4      # Increased from 0.2 to 0.4 for enhanced rescaling
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: base
+chat_template: auto
+name: 🐌 Ślimaki-24B-v1.1-ramplus_tl
+```
+
+## Recommended Settings
+> In particular temp 1 and topnsigma 1.25 seems to help a lot with improving quality but sometimes you need to reswipe.
+> 
+> Some models are more sensitive to Rep Pen settings, 1.12 is another, you may need to adjust higher for smaller models (like 1.4 if overcooked) or lower for smarter ones.
+> 
+> Not sure about adaptive_p that is a newer setting added to kobold 
+
+**(bolded kobold non-defaults)**
+- **Temp 1.0**
+- **TopNSigma 1.25**
+- **Min-P 0.1**
+- **Repetition Penalty 1.08**
+- **Top-P 1.0**
+- Top-K 100
+- Top-A 0
+- Typical Sampling 1
+- Tail-Free Sampling 1
+- Presence Penalty 0
+- Sampler Seed -1
+- Rp.Range 360
+- Rp.Slope 0.7
+- Smoothing Factor 0
+- Smoothing Curve 1
+- DynaTemp 0
+- Mirostat Mode OFF ("2" enhances creativity but also errors)
+- Mirostat Tau 5
+- Mirostat Eta 0.1
+- **DRY Multiplier 0.8**
+- DRY Base 1.75
+- DRY A.Len 2
+- DRY L.Len 320
+- **XTC Threshold 0.1**
+- **XTC Probability 0.08** (The "Anti-Cliche" Shield)
+- **DynaTemp ON** (The "Poor Man's Fading Mirostat")
+- **Minimum Temperature 0.65**
+- **Maximum Temperature 1.35**
+- **Temperature 1.0**
+- **DynaTemp-Range 0.35**
+- **DynaTemp-Exponent 1**
+
+## New Settings
+I have not tested these yet but some users on reddit have reported the following settings work extremely well
+- min_p: 0.05
+- adaptive_target: 0.9 (down to 0.65 for more creative)
+- adaptive_decay: 0.99
+- repetition_penalty_range: 0
+- temp and topnsigma: 0.75

chat_template.jinja

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+{%- set today = strftime_now("%Y-%m-%d") %}
+{%- set default_system_message = "You are Mistral Small 3, a Large Language Model (LLM) created by Mistral AI, a French startup headquartered in Paris.\nYour knowledge base was last updated on 2023-10-01. The current date is " + today + ".\n\nWhen you're not sure about some information, you say that you don't have the information and don't make up anything.\nIf the user's question is not clear, ambiguous, or does not provide enough context for you to accurately answer the question, you do not try to answer it right away and you rather ask the user to clarify their request (e.g. \"What are some good restaurants around me?\" => \"Where are you?\" or \"When is the next flight to Tokyo\" => \"Where do you travel from?\")" %}
+
+{{- bos_token }}
+
+{%- if messages[0]['role'] == 'system' %}
+    {%- if messages[0]['content'] is string %}
+        {%- set system_message = messages[0]['content'] %}
+    {%- else %}
+        {%- set system_message = messages[0]['content'][0]['text'] %}
+    {%- endif %}
+    {%- set loop_messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = default_system_message %}
+    {%- set loop_messages = messages %}
+{%- endif %}
+{{- '[SYSTEM_PROMPT]' + system_message + '[/SYSTEM_PROMPT]' }}
+
+{%- for message in loop_messages %}
+    {%- if message['role'] == 'user' %}
+        {%- if message['content'] is string %}
+            {{- '[INST]' + message['content'] + '[/INST]' }}
+        {%- else %}
+            {{- '[INST]' }}
+            {%- for block in message['content'] %}
+                {%- if block['type'] == 'text' %}
+                    {{- block['text'] }}
+                {%- elif block['type'] in ['image', 'image_url'] %}
+                    {{- '[IMG]' }}
+                {%- else %}
+                    {{- raise_exception('Only text and image blocks are supported in message content!') }}
+                {%- endif %}
+            {%- endfor %}
+            {{- '[/INST]' }}
+        {%- endif %}
+    {%- elif message['role'] == 'system' %}
+        {%- if message['content'] is string %}
+            {{- '[SYSTEM_PROMPT]' + message['content'] + '[/SYSTEM_PROMPT]' }}
+        {%- else %}
+            {{- '[SYSTEM_PROMPT]' + message['content'][0]['text'] + '[/SYSTEM_PROMPT]' }}
+        {%- endif %}
+    {%- elif message['role'] == 'assistant' %}
+        {%- if message['content'] is string %}
+            {{- message['content'] + eos_token }}
+        {%- else %}
+            {{- message['content'][0]['text'] + eos_token }}
+        {%- endif %}
+    {%- else %}
+        {{- raise_exception('Only user, system and assistant roles are supported!') }}
+    {%- endif %}
+{%- endfor %}

config.json

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+{
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 32768,
+  "max_position_embeddings": 131072,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.6",
+  "use_cache": true,
+  "vocab_size": 131072
+}

mergekit_config.yml

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+merge_method: ramplus_tl  
+base_model: B:\24B\models--anthracite-core--Mistral-Small-3.2-24B-Instruct-2506-Text-Only
+models:  
+  - model: B:\24B\models--anthracite-core--Mistral-Small-3.2-24B-Instruct-2506-Text-Only
+  - model: B:\24B\models--TheDrummer--Cydonia-24B-v4.3
+  - model: B:\24B\models--ReadyArt--4.2.0-Broken-Tutu-24b
+  - model: B:\24B\models--zerofata--MS3.2-PaintedFantasy-v2-24B 
+  - model: B:\24B\models--TheDrummer--Magidonia-24B-v4.3
+  - model: B:\24B\models--TheDrummer--Precog-24B-v1  
+  - model: B:\24B\models--zerofata--MS3.2-PaintedFantasy-v3-24B
+parameters:  
+  epsilon: 0.001  # Increased from 1e-5 to 1e-3 for denser SFT/DPO task vectors  
+  r: 0.25         # Increased from 0.1 to 0.2-0.3 for better SFT behavior preservation  
+  alpha: 0.4      # Increased from 0.2 to 0.4 for enhanced rescaling
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: base
+chat_template: auto
+name: 🐌 Ślimaki-24B-v1.1-ramplus_tl

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