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Model: DarkArtsForge/MN-Raven-12B-v1 Source: Original Platform
2026-07-30 07:13:18 +08:00
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--- a/README.md
+++ b/README.md
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+---
+license: apache-2.0
+library_name: transformers
+base_model:
+- Naphula-Archives/MN-Raven-12B-v0c-Base-LoRA
+- Naphula-Archives/MN-Raven-12B-v0o-Instruct-LoRA
+tags:
+- axolotl
+- finetune
+- creative writing
+- roleplay
+- uncensored
+- gothic
+- poe
+- raven
+- 12B
+- merge
+- mergekit
+- mistral-nemo
+- arcee_fusion
+datasets:
+- DarkArtsForge/Poe_v1
+widget:
+  - text: "MN Raven 12B v1"
+    output:
+      url: https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/NR5BwUgP8vmvpcH-DUzMp.png
+---
+
+<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/wZzfWk_F3vr3h1BhXQxw0.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. Also, use **Mistral Tekken** template for best results.
+>
+
+<style>
+.raven-wrapper {
+background-color: #0a0a0c;
+color: #d1d5db;
+font-family: 'Palatino Linotype', 'Palatino', 'Book Antiqua', serif;
+padding: 30px;
+border-radius: 20px;
+border: 1px solid #1f2937;
+line-height: 1.6;
+background-image: radial-gradient(circle at 50% 0%, #1e293b 0%, transparent 70%);
+}
+
+.neon-header { text-align: center; padding-bottom: 20px; }
+
+.neon-title {
+  font-size: 2.6rem;
+  font-weight: 800;
+  margin: 0;
+  color: #cbd5e1; /* Fallback color for emojis */
+  letter-spacing: -1px;
+  font-family: 'Palatino Linotype', 'Palatino', 'Book Antiqua', serif;
+}
+
+.neon-title span {
+  background: linear-gradient(
+    to bottom, 
+    #cfd8dc 0%, 
+    #eceff1 45%, 
+    #90a4ae 50%, 
+    #cfd8dc 100%
+  );
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  display: inline-block;
+}
+
+.crystal-card {
+background: rgba(255, 255, 255, 0.02);
+border-left: 4px solid #64748b;
+padding: 20px;
+margin: 20px 0;
+border-radius: 0 12px 12px 0;
+box-shadow: 10px 0 30px rgba(100, 116, 139, 0.05);
+}
+
+.magenta-card {
+border-left-color: #475569;
+box-shadow: 10px 0 30px rgba(71, 85, 105, 0.05);
+}
+
+.gold-card {
+border-left-color: #b45309;
+box-shadow: 10px 0 30px rgba(180, 83, 9, 0.05);
+}
+
+.stat-grid {
+display: grid;
+grid-template-columns: repeat(auto-fit, minmax(150px, 1fr));
+gap: 15px;
+margin: 20px 0;
+}
+
+.stat-item {
+text-align: center;
+padding: 15px;
+background: #111827;
+border: 1px solid #1f2937;
+border-radius: 15px;
+}
+
+.stat-value {
+display: block;
+font-size: 1.1rem;
+font-weight: bold;
+color: #cbd5e1;
+}
+
+.thought-block {
+background: #000;
+border: 1px dashed #374151;
+padding: 15px;
+font-family: 'Courier New', Courier, monospace;
+color: #9ca3af;
+margin-top: 10px;
+}
+
+/* Base link style */
+.raven-wrapper a {
+    color: #fbbf24; /* Vivid Amber/Gold */
+    text-decoration: none;
+    font-weight: bold;
+    transition: all 0.3s ease;
+    font-weight: 600;
+}
+
+/* Style for when you hover over the link */
+.raven-wrapper a:hover {
+    color: #fffbeb; 
+    text-shadow: 0 0 10px rgba(251, 191, 36, 0.6);
+}
+
+/* Style for links inside your specific cards (optional) */
+.gold-card a {
+    color: #fbbf24; /* Makes links gold if they are inside the gold card */
+}
+
+</style>
+
+<div class="raven-wrapper">
+
+<div class="neon-header">
+<h1 class="neon-title"> 🐦 <span>MN RAVEN 12B v1</span> 🪶 </h1>
+<div style="color: #64748b; text-transform: uppercase; letter-spacing: 5px; font-size: 0.85rem; margin-top: 10px;">
+UNCENSORED MISTRAL NEMO FINETUNE
+</div>
+
+<div class="stat-grid">
+<div class="stat-item"><span class="stat-value">MELANCHOLY</span><span style="font-size: 0.75rem; color: #64748b;">MAXIMIZED</span></div>
+<div class="stat-item"><span class="stat-value" style="color: #94a3b8;">GOTHIC PROSE</span><span style="font-size: 0.75rem; color: #64748b;">ENHANCED</span></div>
+<div class="stat-item"><span class="stat-value">MACABRE</span><span style="font-size: 0.75rem; color: #64748b;">UNLEASHED</span></div>
+</div>
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/NR5BwUgP8vmvpcH-DUzMp.png" width="100%" style="border-radius: 12px; border: 1px solid #333; margin-bottom: 20px;" alt="Edgar Allan Poe gazing at a Raven in the moonlight">
+</div>
+
+<div class="crystal-card">
+<h3 style="color: #cbd5e1; margin-top: 0;">🦇 About The Model</h3>
+<p style="margin-bottom: 0;">Raven-12B is a specialized fine-tune of Mistral-Nemo-12B, steeped in the dark arts of gothic literature and the melancholic prose of Edgar Allan Poe. The goal of this release was to capture the essence of 19th-century macabre, enhancing its poetic and lateral thinking.</p>
+
+<p style="margin-bottom: 0;">It is built to weave the most haunting narratives, construct atmospheric scenes of dread and sorrow, and speak with the refined, archaic vocabulary of a tormented poet.</p>
+
+<p style="margin-bottom: 0;"><b>Expect chilling swipe variance, unique and deeply atmospheric prose, and a relentless adherence to the gothic aesthetic.</b></p>
+</div>
+
+<div class="crystal-card">
+<h3 style="color: #cbd5e1; margin-top: 0;">🧙‍ Methods of Sorcery</h3>
+
+<p style="margin-bottom: 0;">This is a merge of pre-trained language models created using <a href="https://github.com/cg123/mergekit">[mergekit]</a>.
+
+<p style="margin-bottom: 0;">First, the <a href=
+"https://huggingface.co/datasets/DarkArtsForge/Poe_v1"><b>dataset</b></a> was finetuned on <a href="https://huggingface.co/MuXodious/Mistral-Nemo-Instruct-2407-absolute-heresy">MuXodious/Mistral-Nemo-Instruct-2407-absolute-heresy</a> for 3 epochs. Several configurations were tested, with v0o performing the best of all Instruct LoRAs.</p>
+
+<p style="margin-bottom: 0;">A second LoRA was then finetuned on <a href="https://huggingface.co/Retreatcost/Mistral-Nemo-Base-2407-ChatML">Retreatcost/Mistral-Nemo-Base-2407-ChatML</a>. Base LoRA v0c was then ablated using <a href="https://huggingface.co/spaces/Naphula/model_tools/discussions/8">MPOA with a patched <code>measure.py</code></a> applied to layers 1-39, using scale 1.2 and measurement 37. Both LoRAs were then merged together via the <code>arcee_fusion</code> method. This retained full instruct capability while being infused with the wild creativity of an uncensored base.</p>
+
+<b>This model has no refusals, and therefore doesn't require the use of jailbreaks or ablations. It can also be added to model merges for creative flair.</p>
+
+```yaml
+architecture: MistralForCausalLM
+base_model: B:\12B\MN-Raven-12B-v0o-epoch3
+models:
+  - model: B:\12B\MN-Raven-12B-v0o-epoch3
+  - model: B:\12B\MN-Raven-12B-v0c-epoch3_mpoa
+merge_method: arcee_fusion
+parameters:  
+  tukey_fence: 1.5
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: B:\12B\MN-Raven-12B-v0o-epoch3
+```
+
+</div>
+
+<div class="crystal-card magenta-card">
+<h3 style="color: #94a3b8; margin-top: 0;">🤖 Prompt Format</h3>
+
+**Please use the standard Mistral Instruct format for optimal adherence.**
+
+Let your frontend handle the chat template if possible (e.g., Chat Completion in SillyTavern).
+
+```text
+<s>[INST] You are a melancholic poet residing in a dreary manor.
+
+Tell me a tale of the shadows that dance upon your chamber door. [/INST] Ah, the shadows, my friend, they are but the lingering ghosts of memories long past...</s>
+```
+
+There is also an optional system prompt you can use (not required).
+
+`Adopt the literary persona of Edgar Allan Poe by crafting narratives through a lens of heightened sensibility, where the boundaries between rigorous analysis and creeping madness blur into one. Employ an elevated, archaic lexicon replete with polysyllabic, Latinate vocabulary—favoring words like *preternatural*, *circumgyratory*, and *abstruse* over their simpler counterparts—and construct labyrinthine sentences woven with frequent dashes, semicolons, and parenthetical digressions. The tone must remain consistently melancholic, brooding, or intellectually feverish, prioritizing the internal psychological landscape—the obsessive ruminations, acute anxieties, and morbid curiosities—of the narrator above all else. When describing phenomena, blend quasi-scientific precision and pedantic detail with evocative imagery of decay, shadow, and the grotesque, ensuring the prose maintains a rhythmic, hypnotic cadence that mirrors a mind teetering upon the precipice of reason.`
+
+</div>
+
+<h2 style="color: #e2e8f0; border-bottom: 1px solid #334155; padding-bottom: 5px; margin-top: 30px;">🧪 Fine-Tuning Details</h2>
+
+[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
+
+<p style="font-size: 0.9rem; color: #94a3b8;">This model was trained using Axolotl on a curated dataset of Edgar Allan Poe's complete works and gothic literature. Below are the configurations used for the LoRA finetunes:</p>
+
+<details><summary>See axolotl config for v0c</summary>
+
+axolotl version: `0.11.0.dev0`
+```yaml
+adapter: lora
+base_model: Retreatcost/Mistral-Nemo-Base-2407-ChatML
+bf16: true
+datasets:
+- ds_type: json
+  path: DarkArtsForge/Poe_v1
+  type: alpaca:chatml
+flash_attention: true
+fp16: false
+gradient_accumulation_steps: 1
+gradient_checkpointing: true
+hub_always_push: true
+hub_model_id: Naphula-Archives/MN-Raven-12B-v0c-Base-LoRA
+hub_private_repo: true
+hub_strategy: checkpoint
+is_mistral_derived_model: true
+learning_rate: 5.0e-05
+load_in_4bit: false
+logging_steps: 1
+lora_alpha: 128
+lora_dropout: 0
+lora_modules_to_save: null
+lora_r: 64
+lora_target_linear: true
+lr_scheduler: cosine
+micro_batch_size: 1
+model_type: AutoModelForCausalLM
+num_epochs: 5
+optimizer: adamw_torch_fused
+output_dir: /runpod-volume/fine-tuning/default_run_id
+pad_to_sequence_len: false
+push_to_hub: true
+resize_token_embeddings: false
+run_name: default_run_id
+runpod_job_id: 0
+sample_packing: false
+save_strategy: epoch
+save_total_limit: 5
+sequence_len: 512
+special_tokens:
+  eos_token: <|im_end|>
+  pad_token: <pad>
+tf32: true
+tokenizer_type: AutoTokenizer
+val_set_size: 0
+```
+
+</details><br>
+
+<details><summary>See axolotl config for v0o</summary>
+
+axolotl version: `0.11.0.dev0`
+```yaml
+adapter: lora
+base_model: MuXodious/Mistral-Nemo-Instruct-2407-absolute-heresy
+bf16: true
+datasets:
+- ds_type: json
+  path: DarkArtsForge/Poe_v1
+  type: alpaca
+flash_attention: true
+fp16: false
+gradient_accumulation_steps: 4
+gradient_checkpointing: true
+hub_always_push: true
+hub_model_id: Naphula-Archives/MN-Raven-12B-v0o-Instruct-LoRA
+hub_private_repo: true
+hub_strategy: checkpoint
+is_mistral_derived_model: true
+learning_rate: 1.0e-04
+load_best_model_at_end: true
+load_in_4bit: false
+logging_steps: 1
+lora_alpha: 256
+lora_dropout: 0.05
+lora_r: 128
+lora_target_linear: false
+lora_target_modules:
+- q_proj
+- k_proj
+- v_proj
+- o_proj
+- gate_proj
+- up_proj
+- down_proj
+lr_scheduler: cosine
+max_grad_norm: 0.3
+warmup_ratio: 0.03
+micro_batch_size: 1
+model_type: AutoModelForCausalLM
+num_epochs: 5
+optimizer: paged_adamw_32bit
+output_dir: /runpod-volume/fine-tuning/default_run_id
+pad_to_sequence_len: false
+push_to_hub: true
+resize_token_embeddings: false
+run_name: default_run_id
+runpod_job_id: 0
+sample_packing: false
+save_strategy: epoch
+save_total_limit: 5
+seed: 420
+sequence_len: 768
+special_tokens:
+  eos_token: </s>
+  pad_token: <pad>
+tf32: true
+tokenizer_type: AutoTokenizer
+val_set_size: 0
+weight_decay: '0.0'
+```
+
+</details><br>
+
+<div style="display: flex; gap: 20px; flex-wrap: wrap; margin-top: 30px;">
+
+<div class="crystal-card gold-card" style="flex: 1; min-width: 250px; margin: 0; border-radius: 12px;">
+
+<h3 style="color: #b45309; margin-top: 0;">🏆 Credits & Honors</h3>
+
+<li style="margin-bottom: 8px;"><a href="https://huggingface.co/MistralAI"><b>Mistral AI</b></a>: For providing the brilliant Mistral-Nemo-12B base model that made this fine-tune possible.</li>
+
+<li style="margin-bottom: 8px;"><b>Axolotl:</b> For the incredible and seamless fine-tuning framework.</li>
+
+<li style="margin-bottom: 8px;"><a href="https://huggingface.co/Arcee-AI"><b>Arcee AI</b></a>: For their mergekit tools.</li>
+
+<li style="margin-bottom: 8px;"><b>Runpod:</b> For providing the hardware.</li>
+
+<li style="margin-bottom: 8px;"><a href="https://huggingface.co/DarkArtsForge"><b>DarkArtsForge</b></a>: For the curated <a href=
+"https://huggingface.co/datasets/DarkArtsForge/Poe_v1"><b>Poe_v1</b></a> dataset.</li>
+
+<li style="margin-bottom: 8px;"><a href="https://huggingface.co/mradermacher"><b>mradermacher</b></a>: For providing reliable quantizations.</li>
+
+<li style="margin-bottom: 8px;"><a href="https://huggingface.co/Nimbz"><b>Nimbz</b></a>: For the initial model card template.</li>
+
+<li><b>Edgar Allan Poe:</b> For the timeless, haunting inspiration.</li>
+
+</div>
+
+</div>
+
+<br>
+Also see <a href="https://huggingface.co/DarkArtsForge/Raven-8B-v1"><b>Raven 8B v1</b></a>
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/gPKk1RgcW0QN0NAVpf4lh.jpeg" width="100%" style="border-radius: 12px; border: 1px solid #333; margin-bottom: 20px;" alt="Raven">
+</div>
--- a/Raven-12B.png
+++ b/Raven-12B.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5a599f7ce1174821c8e762ac4effb764b0e3f9a33eec9355ae10e49fc80009c8
+size 1610488
--- a/Raven-8B.jpeg
+++ b/Raven-8B.jpeg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9fb4e84eb0265cb86ab8181374bcb50c6134ab2b61202d05112f671be3ed3c96
+size 288867
--- a/chat_template.jinja
+++ b/chat_template.jinja
@@ -0,0 +1,87 @@
+{%- if messages[0]["role"] == "system" %}
+    {%- set system_message = messages[0]["content"] %}
+    {%- set loop_messages = messages[1:] %}
+{%- else %}
+    {%- set loop_messages = messages %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+{%- set user_messages = loop_messages | selectattr("role", "equalto", "user") | list %}
+
+{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}
+{%- set ns = namespace() %}
+{%- set ns.index = 0 %}
+{%- for message in loop_messages %}
+    {%- if not (message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %}
+        {%- if (message["role"] == "user") != (ns.index % 2 == 0) %}
+            {{- raise_exception("After the optional system message, conversation roles must alternate user/assistant/user/assistant/...") }}
+        {%- endif %}
+        {%- set ns.index = ns.index + 1 %}
+    {%- endif %}
+{%- endfor %}
+
+{{- bos_token }}
+{%- for message in loop_messages %}
+    {%- if message["role"] == "user" %}
+        {%- if tools is not none and (message == user_messages[-1]) %}
+            {{- "[AVAILABLE_TOOLS][" }}
+            {%- for tool in tools %}
+                {%- set tool = tool.function %}
+                {{- '{"type": "function", "function": {' }}
+                {%- for key, val in tool.items() if key != "return" %}
+                    {%- if val is string %}
+                        {{- '"' + key + '": "' + val + '"' }}
+                    {%- else %}
+                        {{- '"' + key + '": ' + val|tojson }}
+                    {%- endif %}
+                    {%- if not loop.last %}
+                        {{- ", " }}
+                    {%- endif %}
+                {%- endfor %}
+                {{- "}}" }}
+                {%- if not loop.last %}
+                    {{- ", " }}
+                {%- else %}
+                    {{- "]" }}
+                {%- endif %}
+            {%- endfor %}
+            {{- "[/AVAILABLE_TOOLS]" }}
+            {%- endif %}
+        {%- if loop.last and system_message is defined %}
+            {{- "[INST]" + system_message + "\n\n" + message["content"] + "[/INST]" }}
+        {%- else %}
+            {{- "[INST]" + message["content"] + "[/INST]" }}
+        {%- endif %}
+    {%- elif (message.tool_calls is defined and message.tool_calls is not none) %}
+        {{- "[TOOL_CALLS][" }}
+        {%- for tool_call in message.tool_calls %}
+            {%- set out = tool_call.function|tojson %}
+            {{- out[:-1] }}
+            {%- if not tool_call.id is defined or tool_call.id|length != 9 %}
+                {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
+            {%- endif %}
+            {{- ', "id": "' + tool_call.id + '"}' }}
+            {%- if not loop.last %}
+                {{- ", " }}
+            {%- else %}
+                {{- "]" + eos_token }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif message["role"] == "assistant" %}
+        {{- message["content"] + eos_token}}
+    {%- elif message["role"] == "tool_results" or message["role"] == "tool" %}
+        {%- if message.content is defined and message.content.content is defined %}
+            {%- set content = message.content.content %}
+        {%- else %}
+            {%- set content = message.content %}
+        {%- endif %}
+        {{- '[TOOL_RESULTS]{"content": ' + content|string + ", " }}
+        {%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %}
+            {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
+        {%- endif %}
+        {{- '"call_id": "' + message.tool_call_id + '"}[/TOOL_RESULTS]' }}
+    {%- else %}
+        {{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }}
+    {%- endif %}
+{%- endfor %}
--- a/config.json
+++ b/config.json
@@ -0,0 +1,26 @@
+{
+  "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": 14336,
+  "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": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "4.56.1",
+  "use_cache": true,
+  "vocab_size": 131072
+}
--- a/mergekit_config.yml
+++ b/mergekit_config.yml
@@ -0,0 +1,12 @@
+architecture: MistralForCausalLM
+base_model: B:\12B\MN-Raven-12B-v0o-epoch3
+models:
+  - model: B:\12B\MN-Raven-12B-v0o-epoch3
+  - model: B:\12B\MN-Raven-12B-v0c-epoch3_mpoa
+merge_method: arcee_fusion
+parameters:  
+  tukey_fence: 1.5
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: B:\12B\MN-Raven-12B-v0o-epoch3
--- a/model-00001-of-00005.safetensors
+++ b/model-00001-of-00005.safetensors
@@ -0,0 +1,3 @@
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+size 4865489336
--- a/model-00002-of-00005.safetensors
+++ b/model-00002-of-00005.safetensors
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--- a/model-00003-of-00005.safetensors
+++ b/model-00003-of-00005.safetensors
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--- a/model-00004-of-00005.safetensors
+++ b/model-00004-of-00005.safetensors
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--- a/model-00005-of-00005.safetensors
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--- a/special_tokens_map.json
+++ b/special_tokens_map.json
@@ -0,0 +1,23 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
--- a/tokenizer.json
+++ b/tokenizer.json
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+version https://git-lfs.github.com/spec/v1
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--- a/tokenizer_config.json
+++ b/tokenizer_config.json