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README.md

@@ -68,6 +68,11 @@ Unquantized components formatted for direct instantiation inside the PyTorch `tr
 * **`hf/tokenizer_config.json`**: Enforced metadata linking `LlamaTokenizer` classes to guarantee correct handling of prefix spacing and automatic `<s>` (BOS) injection.
 * **`hf/special_tokens_map.json`**: Structural map linking special tokens (`<s>`=1, `</s>`=2, `<unk>`=0, `<pad>`=2).
 
+* **`./hf/`** : **Float32 (FP32) Master Subfolder.** The unquantized baseline precision weights. Highly recommended for initializing custom floating-point matrix operations without rounding loss.
+* **`./hf.bf16/`** : **Bfloat16 (BF16) Subfolder.** Optimized for modern hardware acceleration structures (such as Ampere/Hopper Tensor Cores or Intel Arc/Gaudi frames) to examine native 16-bit brain floating-point pipelines.
+* **`./hf.fp16/`** : **Float16 (FP16) Subfolder.** Ideal for standard 16-bit half-precision parallel math routines and performance evaluation profiles.
+* **`./hf.fp64/`** : **Float64 (FP64 / Double) Subfolder.** Retains ultra-high mathematical double precision parameters. Designed to strictly isolate hardware-level execution bugs from system accumulation errors.
+
 ---
 
 ## 🎯 Purpose & Design Philosophy (Verification Targets)

hf.bf16/config.json

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+{
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "head_dim": null,
+  "hidden_act": "silu",
+  "hidden_size": 128,
+  "initializer_range": 0.02,
+  "intermediate_size": 352,
+  "max_position_embeddings": 2048,
+  "model_type": "mixtral",
+  "num_attention_heads": 4,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 3,
+  "num_key_value_heads": 1,
+  "num_local_experts": 4,
+  "output_router_logits": false,
+  "pad_token_id": 2,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "rope_theta": 10000.0,
+    "rope_type": "default"
+  },
+  "router_aux_loss_coef": 0.001,
+  "router_jitter_noise": 0.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.9.0",
+  "use_cache": false,
+  "vocab_size": 1024
+}

hf.bf16/generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "output_attentions": false,
+  "output_hidden_states": false,
+  "pad_token_id": 2,
+  "transformers_version": "5.9.0",
+  "use_cache": true
+}

hf.bf16/model.safetensors

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hf.bf16/special_tokens_map.json

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+{
+  "bos_token": "<s>",
+  "eos_token": "</s>",
+  "pad_token": "</s>",
+  "unk_token": "<unk>"
+}

hf.bf16/tokenizer.json

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+  "padding": null,
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+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 1,
+      "content": "<s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 2,
+      "content": "</s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    }
+  ],
+  "normalizer": null,
+  "pre_tokenizer": {
+    "type": "Metaspace",
+    "replacement": "▁",
+    "prepend_scheme": "first",
+    "split": false
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+    "type": "TemplateProcessing",
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+}

hf.bf16/tokenizer.model

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hf.bf16/tokenizer_config.json

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+  "backend": "tokenizers",
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

hf.fp16/config.json

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+{
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "float16",
+  "eos_token_id": 2,
+  "head_dim": null,
+  "hidden_act": "silu",
+  "hidden_size": 128,
+  "initializer_range": 0.02,
+  "intermediate_size": 352,
+  "max_position_embeddings": 2048,
+  "model_type": "mixtral",
+  "num_attention_heads": 4,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 3,
+  "num_key_value_heads": 1,
+  "num_local_experts": 4,
+  "output_router_logits": false,
+  "pad_token_id": 2,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "rope_theta": 10000.0,
+    "rope_type": "default"
+  },
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+  "router_jitter_noise": 0.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.9.0",
+  "use_cache": false,
+  "vocab_size": 1024
+}

hf.fp16/generation_config.json

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+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "output_attentions": false,
+  "output_hidden_states": false,
+  "pad_token_id": 2,
+  "transformers_version": "5.9.0",
+  "use_cache": true
+}

hf.fp16/model.safetensors

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hf.fp16/special_tokens_map.json

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+  "bos_token": "<s>",
+  "eos_token": "</s>",
+  "pad_token": "</s>",
+  "unk_token": "<unk>"
+}

hf.fp16/tokenizer.json

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+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
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+      "content": "<unk>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
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+      "content": "<s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
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+      "single_word": false,
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+      "rstrip": false,
+      "normalized": false,
+      "special": true
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+  "normalizer": null,
+  "pre_tokenizer": {
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+    "special_tokens": {}
+  },
+  "decoder": {
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+    "decoders": [
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+        "pattern": {
+          "String": "▁"
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+    "vocab": {
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+      "<s>": 1,
+      "</s>": 2
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+}

hf.fp16/tokenizer.model

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hf.fp16/tokenizer_config.json

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+  "backend": "tokenizers",
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+  "eos_token": "</s>",
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+  "pad_token": "</s>",
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

hf.fp64/config.json

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+{
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "float64",
+  "eos_token_id": 2,
+  "head_dim": null,
+  "hidden_act": "silu",
+  "hidden_size": 128,
+  "initializer_range": 0.02,
+  "intermediate_size": 352,
+  "max_position_embeddings": 2048,
+  "model_type": "mixtral",
+  "num_attention_heads": 4,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 3,
+  "num_key_value_heads": 1,
+  "num_local_experts": 4,
+  "output_router_logits": false,
+  "pad_token_id": 2,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "rope_theta": 10000.0,
+    "rope_type": "default"
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+  "router_jitter_noise": 0.0,
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+  "tie_word_embeddings": false,
+  "transformers_version": "5.9.0",
+  "use_cache": false,
+  "vocab_size": 1024
+}

hf.fp64/generation_config.json

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+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "output_attentions": false,
+  "output_hidden_states": false,
+  "pad_token_id": 2,
+  "transformers_version": "5.9.0",
+  "use_cache": true
+}

hf.fp64/model.safetensors

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hf.fp64/special_tokens_map.json

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+  "pad_token": "</s>",
+  "unk_token": "<unk>"
+}

hf.fp64/tokenizer.json

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hf.fp64/tokenizer.model

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hf.fp64/tokenizer_config.json

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