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Model: OrobasVault/Geodesic-Phantom-12B
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
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+*.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

.ipynb_checkpoints/mergekit_config-checkpoint.yml

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+architecture: MistralForCausalLM
+base_model: /workspace/models/mistralai--Mistral-Nemo-Instruct-2407
+models:
+  - model: /workspace/models/Vortex5--Prototype-X-12b
+  - model: /workspace/models/Vortex5--Celestial-Queen-12B
+  - model: /workspace/models/Vortex5--Wicked-Nebula-12B
+  - model: /workspace/models/Vortex5--Stellar-Witch-12B
+  - model: /workspace/models/Vortex5--Moonlit-Mirage-12B
+  - model: /workspace/models/Vortex5--Crimson-Constellation-12B
+merge_method: karcher_stock # v8
+parameters:  
+  filter_wise: true
+  max_iter: 10000
+  min_iter: 1000
+  tol: 1.0e-11
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: union
+chat_template: auto
+name: 👻 Geodesic Phantom 12B

README.md

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+---
+base_model: 
+- mistralai/Mistral-Nemo-Instruct-2407   
+- Vortex5/Prototype-X-12b
+- Vortex5/Stellar-Witch-12B
+- Vortex5/Celestial-Queen-12B
+- Vortex5/Moonlit-Mirage-12B
+- Vortex5/Crimson-Constellation-12B
+- Vortex5/Wicked-Nebula-12B
+library_name: transformers
+tags:
+- mergekit
+- merge
+- mistral
+- nemo
+- karcher_stock
+widget:
+  - text: "Geodesic-Phantom-12B"
+    output:
+      url: https://cdn-uploads.huggingface.co/production/uploads/69e46bb84df2a2575b60a527/7tnIXKdUUtGLGkbcGPRGK.jpeg
+---
+# 👻 Geodesic Phantom 12B
+
+![geodesic-phantom](https://cdn-uploads.huggingface.co/production/uploads/69e46bb84df2a2575b60a527/7tnIXKdUUtGLGkbcGPRGK.jpeg)
+
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+
+This was merged in 7 hours on a runpod A40 using an [adaptive VRAM chunking script](https://huggingface.co/spaces/Naphula/model_tools/blob/main/graph_v18_runpod_A40.py) (based on `measure.py` by [GrimJim](https://huggingface.co/grimjim))
+
+```bat
+WARNING:mergekit.graph:OOM at chunk 65536, reducing to 32768 (attempt 1, progress: 0/131075)
+WARNING:mergekit.graph:OOM at chunk 32768, reducing to 16384 (attempt 2, progress: 0/131075)
+
+[Karcher_Stock Audit] Layer: lm_head.weight
+Stats: Cos(θ): 0.564 | t-factor: 0.8843 | Karcher Iters: 2960
+  (Base)  mistralai--Mistral-Nemo-Instruct-2407               : █████                                              ( 11.57%)
+  (Donor) Vortex5--Prototype-X-12b                            : ███████                                            ( 14.74%)
+  (Donor) Vortex5--Stellar-Witch-12B                          : ███████                                            ( 14.74%)
+  (Donor) Vortex5--Celestial-Queen-12B                        : ███████                                            ( 14.74%)
+  (Donor) Vortex5--Moonlit-Mirage-12B                         : ███████                                            ( 14.74%)
+  (Donor) Vortex5--Crimson-Constellation-12B                  : ███████                                            ( 14.74%)
+  (Donor) Vortex5--Wicked-Nebula-12B                          : ███████                                            ( 14.74%)
+```
+
+The following patch was also required for this merge
+
+# `karcher_stock` Adaptive Tanh Soft-Clamp v11
+
+```py
+# ── 11. Model Stock t factor with Adaptive Soft-Clamp ─────────────
+        N = len(ws_2d)
+        ct = cos_theta.unsqueeze(-1) if cos_theta.dim() > 0 else cos_theta
+        
+        # Raw Model Stock formula
+        denom = 1.0 + (N - 1) * ct
+        # Add a tiny epsilon to prevent literal division by zero
+        t_raw = (N * ct) / denom.clamp(min=1e-6) 
+
+        # --- BULLETPROOF TANH CLAMP ---
+        # 1. Prevent negative infinity spikes (fallback to base model)
+        t_clamped_bottom = torch.clamp(t_raw, min=0.0)
+        
+        # 2. Smoothly asymptote positive spikes to L (Maximum allowed t-factor)
+        L = 1.5 
+        excess = torch.clamp(t_clamped_bottom - 1.0, min=0.0)
+        t_soft_top = 1.0 + (L - 1.0) * torch.tanh(excess / (L - 1.0))
+        
+        # 3. Apply: If t <= 1.0, use exact math. If t > 1.0, use soft curve.
+        t = torch.where(t_clamped_bottom <= 1.0, t_clamped_bottom, t_soft_top)
+        # ------------------------------
+```
+
+## Example of the clamp preventing merge corruption
+![tanh_clamp](https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/eRdxOMhKsRysDgP-6Pkw0.png)
+
+## Merge Details
+### Merge Method
+
+This model was merged using the `karcher_stock` merge method using /workspace/models/mistralai--Mistral-Nemo-Instruct-2407 as a base.
+
+### Models Merged
+
+The following models were included in the merge:
+* /workspace/models/Vortex5--Wicked-Nebula-12B
+* /workspace/models/Vortex5--Celestial-Queen-12B
+* /workspace/models/Vortex5--Moonlit-Mirage-12B
+* /workspace/models/Vortex5--Stellar-Witch-12B
+* /workspace/models/Vortex5--Prototype-X-12b
+* /workspace/models/Vortex5--Crimson-Constellation-12B
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+architecture: MistralForCausalLM
+base_model: /workspace/models/mistralai--Mistral-Nemo-Instruct-2407
+models:
+  - model: /workspace/models/Vortex5--Prototype-X-12b
+  - model: /workspace/models/Vortex5--Celestial-Queen-12B
+  - model: /workspace/models/Vortex5--Wicked-Nebula-12B
+  - model: /workspace/models/Vortex5--Stellar-Witch-12B
+  - model: /workspace/models/Vortex5--Moonlit-Mirage-12B
+  - model: /workspace/models/Vortex5--Crimson-Constellation-12B
+merge_method: karcher_stock # v8
+parameters:  
+  filter_wise: true
+  max_iter: 10000
+  min_iter: 1000
+  tol: 1.0e-11
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: union
+chat_template: auto
+name: 👻 Geodesic Phantom 12B
+```

chat_template.jinja

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+{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '
+' + message['content'] + '<|im_end|>' + '
+'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
+' }}{% endif %}

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": 14336,
+  "max_position_embeddings": 131072,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "pad_token_id": null,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "rope_theta": 1000000.0,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.7.0",
+  "use_cache": true,
+  "vocab_size": 131075
+}

mergekit_config.yml

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+architecture: MistralForCausalLM
+base_model: /workspace/models/mistralai--Mistral-Nemo-Instruct-2407
+models:
+  - model: /workspace/models/Vortex5--Prototype-X-12b
+  - model: /workspace/models/Vortex5--Celestial-Queen-12B
+  - model: /workspace/models/Vortex5--Wicked-Nebula-12B
+  - model: /workspace/models/Vortex5--Stellar-Witch-12B
+  - model: /workspace/models/Vortex5--Moonlit-Mirage-12B
+  - model: /workspace/models/Vortex5--Crimson-Constellation-12B
+merge_method: karcher_stock # v8
+parameters:  
+  filter_wise: true
+  max_iter: 10000
+  min_iter: 1000
+  tol: 1.0e-11
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: union
+chat_template: auto
+name: 👻 Geodesic Phantom 12B

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