初始化项目，由ModelHub XC社区提供模型

Model: vibhansh/Veda-8B-v1-Cognitive
Source: Original Platform

.gitattributes

@@ -0,0 +1,41 @@
+*.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
+Veda-8B-v1-MASTER.gguf filter=lfs diff=lfs merge=lfs -text
+Veda-8B-v1-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Veda-8B-v1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Veda-8B-v1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Veda-8B-v1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Veda-8B-v1.gguf filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,137 @@
+---
+language:
+- en
+license: llama3
+tags:
+- llama
+- coding
+- reasoning
+- logic
+- gguf
+base_model: meta-llama/Meta-Llama-3-8B-Instruct
+pipeline_tag: text-generation
+---
+
+<div align="center">
+
+# 💠 VEDA-8B-v1-COGNITIVE
+
+### *Fine-tuned to think. Not just predict.*
+
+![](https://img.shields.io/badge/Base-Llama--3--8B-blue?style=for-the-badge)
+![](https://img.shields.io/badge/Method-LoRA-green?style=for-the-badge)
+![](https://img.shields.io/badge/Format-GGUF-orange?style=for-the-badge)
+![](https://img.shields.io/badge/Context-8192_tokens-purple?style=for-the-badge)
+
+**By Vibhansh Bamnia · 18 · Independent AI Developer · Rajasthan, India**
+
+[🚀 Try Demo](https://huggingface.co/spaces/vibhansh/Veda-Chat) · [📥 Download Model](#-quantization)
+
+</div>
+
+---
+
+## ⚡ Why Veda-8B?
+
+> Most 8B models pattern-match. Veda-8B **reasons.**
+
+LoRA fine-tuned on open-source reasoning datasets — built specifically to solve where standard Llama-3 fails.
+
+| Capability | Standard Llama-3-8B | Veda-8B-v1 |
+|---|:---:|:---:|
+| Relational Chain Reasoning | ⚠️ Often fails | ✅ Reliable |
+| Multi-hop Logic | ⚠️ Inconsistent | ✅ Strong |
+| Code Hallucination | ❌ Common | ✅ Reduced |
+| Chain-of-Thought | ⚠️ Partial | ✅ Complete |
+
+---
+
+## 🧠 See It In Action
+
+<details>
+<summary><b>🔗 Relational Reasoning</b></summary>
+
+**Prompt:** `A is B's father. C is A's sister. D is C's son. What is D's relation to B?`
+
+**Veda-8B:**
+```
+A is B's father → C is B's aunt → D is C's son
+∴ D is B's cousin.
+```
+</details>
+
+<details>
+<summary><b>🔣 Logic Syllogism</b></summary>
+
+**Prompt:** `All Bloops are Razzies. All Razzies are Lazzies. Are all Bloops Lazzies?`
+
+**Veda-8B:**
+```
+Bloops ⊆ Razzies ⊆ Lazzies
+∴ Yes — by transitivity, all Bloops are definitely Lazzies.
+```
+</details>
+
+<details>
+<summary><b>💻 Code (No Hallucination)</b></summary>
+
+**Prompt:** `Second largest unique number without sort()`
+
+**Veda-8B:**
+```python
+def second_largest(nums):
+    unique = set(nums)
+    if len(unique) < 2:
+        return None
+    first = second = float('-inf')
+    for n in unique:
+        if n > first:
+            second, first = first, n
+        elif n > second:
+            second = n
+    return second
+```
+</details>
+
+---
+
+## 💎 Quantization
+
+| Version | Size | RAM | Use |
+|:---:|:---:|:---:|:---|
+| 🥇 Q4_K_M | 4.92 GB | 8 GB | Local dev, edge |
+| 🥈 Q8_0 | 8.54 GB | 16 GB | Production |
+| 🔬 F16 | 16 GB+ | 32 GB | Research |
+
+---
+
+## 💻 Quick Start
+
+```python
+import llama_cpp
+
+llm = llama_cpp.Llama(model_path="./Veda-8B-v1-Q4_K_M.gguf", n_ctx=8192, n_threads=4)
+
+response = llm("A is taller than B. B is taller than C. Is A taller than C?",
+               max_tokens=512, temperature=0.1)
+```
+
+---
+
+## ⚠️ Limitations
+
+- Inherits Llama-3-8B base limitations
+- Not for real-time / factual queries
+- Verify math-heavy outputs
+- Multilingual not tested
+
+---
+
+<div align="center">
+
+*No institution. No GPU cluster. No team.*
+*Just a focused fine-tune built to make small models reason correctly.*
+
+**Veda AI Labs** · [HuggingFace](https://huggingface.co/vibhansh)
+
+</div>

Veda-8B-v1-IQ4_XS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ed27af2cb3a7b8a3a8a14ae7bdee7a28a3190bda5a0de35ea2c6e1c6aa7f2ed
+size 4484367744

Veda-8B-v1-MASTER.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c948d8046211dc13a5a10fbe1102921ad8c028fc92cd72f1c7b853d9ad1a623a
+size 16068896160

Veda-8B-v1-Q3_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1741d1ad299a0740d5b601311871b107e786fc058c63f8feb3586224b3b75652
+size 4018922880

Veda-8B-v1-Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c29a8b516f2391ea081755d93a601b3e0e0aaacfd9766f4b53e92b3281d47bd7
+size 4920739200

Veda-8B-v1-Q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40036669867f46dbd5f785945f89edbf86f79f8055eda976ce10688d0ad59d23
+size 8540775808

Veda-8B-v1.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c948d8046211dc13a5a10fbe1102921ad8c028fc92cd72f1c7b853d9ad1a623a
+size 16068896160

config.json

@@ -0,0 +1,16 @@
+{
+    "architectures": [
+        "LlamaForCausalLM"
+    ],
+    "model_type": "llama",
+    "num_hidden_layers": 32,
+    "hidden_size": 4096,
+    "intermediate_size": 14336,
+    "num_attention_heads": 32,
+    "num_key_value_heads": 8,
+    "torch_dtype": "bfloat16",
+    "vocab_size": 128256,
+    "rms_norm_eps": 1e-05,
+    "rope_theta": 500000.0,
+    "max_position_embeddings": 131072
+}