falcon3 release

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README.md

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+---
+language:
+- en
+tags:
+- falcon3
+---
+
+<div align="center">
+    <img src="https://huggingface.co/datasets/tiiuae/documentation-images/resolve/main/general/falco3-logo.png" alt="drawing" width="500"/>
+</div>
+
+# Falcon3-7B-Base
+
+**Falcon3** family of Open Foundation Models is a set of pretrained and instruct LLMs ranging from 1B to 10B.
+
+This repository contains the **Falcon3-7B-Base**. It achieves state of art results (at release's time) on reasoning, language understanding, instruction following, code and mathematics tasks.
+Falcon3-7B-Base supports 4 languages (english, french, spanish, portuguese) and a context length up to 32K.
+
+⚠️ **This is a raw, pretrained model, which should be further finetuned for most usecases.** 
+
+## Model Details
+- Architecture
+  - transformer based causal decoder only architecture
+  - 28 decoder blocks
+  - grouped query attention (GQA) for faster inference: 12 query heads and 4 KV heads
+  - wider head dimension: 256
+  - high RoPE value to support long context understanding: 1000042
+  - 32k context length
+  - 131k vocab size
+- Pretrained on 14 Gigatokens of datasets comprising of web, code, STEM, high quality and mutlilingual data using 2048 H100 GPU chips
+- Supports EN, FR, ES, PT
+- Developed by [Technology Innovation Institute](https://www.tii.ae)
+- License: TII Falcon-LLM License 2.0
+- Model Release Date: December 2024
+
+
+## Getting started
+
+<details>
+<summary> Click to expand </summary>
+
+```python
+import torch
+from transformers import pipeline
+
+pipe = pipeline(
+    "text-generation", 
+    model="tiiuae/Falcon3-7B-Base", 
+    torch_dtype=torch.bfloat16, 
+    device_map="auto"
+)
+response = pipe("Question: How many hours in one day? Answer: ")
+print(response[0]['generated_text'])
+```
+
+</details>
+
+<br>
+
+# Benchmarks
+We report in the following table our internal pipeline benchmarks:
+
+
+
+<table border="1" style="width: 100%; text-align: center; border-collapse: collapse;">
+    <colgroup>
+        <col style="width: 10%;">
+        <col style="width: 10%;">
+        <col style="width: 7%;">
+        <col style="width: 7%;">
+        <col style="width: 7%;">
+        <col style="width: 7%;">
+        <col style="background-color: rgba(80, 15, 213, 0.5); width: 7%;">
+    </colgroup>
+    <thead>
+        <tr>
+            <th>Category</th>
+            <th>Benchmark</th>
+            <th>Llama3.1-8B</th>
+            <th>Qwen2-7B</th>
+            <th>Qwen2.5-7B</th>
+            <th>gemma-2-9b</th>
+            <th>Falcon3-7B-Base</th>
+        </tr>
+    </thead>
+    <tbody>
+        <tr>
+            <td rowspan="3">General</td>
+            <td>MMLU (5-shot)</td>
+            <td>65.2</td>
+            <td>70.4</td>
+            <td>74.2</td>
+            <td>-</td>
+            <td>67.5</td>
+        </tr>
+        <tr>
+            <td>MMLU-PRO (5-shot)</td>
+            <td>32.7</td>
+            <td>42.1</td>
+            <td>43.5</td>
+            <td>-</td>
+            <td>39.2</td>
+        </tr>
+        <tr>
+            <td>IFEval</td>
+            <td>12.0</td>
+            <td>30.6</td>
+            <td>33.9</td>
+            <td>-</td>
+            <td>34.3</td>
+        </tr>
+        <tr>
+            <td rowspan="2">Math</td>
+            <td>GSM8K (5-shot)</td>
+            <td>49.4</td>
+            <td>77.9</td>
+            <td>82.9</td>
+            <td>-</td>
+            <td>76.2</td>
+        </tr>
+        <tr>
+            <td>MATH(4-shot)</td>
+            <td>4.1</td>
+            <td>17.5</td>
+            <td>15.5</td>
+            <td>-</td>
+            <td>18.0</td>
+        </tr>
+        <tr>
+            <td rowspan="4">Reasoning</td>
+            <td>Arc Challenge (25-shot)</td>
+            <td>53.4</td>
+            <td>57.4</td>
+            <td>59.0</td>
+            <td>-</td>
+            <td>59.6</td>
+        </tr>
+        <tr>
+            <td>GPQA (0-shot)</td>
+            <td>31.0</td>
+            <td>31.9</td>
+            <td>33.0</td>
+            <td>-</td>
+            <td>35.5</td>
+        </tr>
+        <tr>
+            <td>MUSR (0-shot)</td>
+            <td>38.0</td>
+            <td>44.1</td>
+            <td>44.2</td>
+            <td>-</td>
+            <td>47.3</td>
+        </tr>
+        <tr>
+            <td>BBH (3-shot)</td>
+            <td>46.5</td>
+            <td>53.3</td>
+            <td>54.0</td>
+            <td>-</td>
+            <td>51.0</td>
+        </tr>
+        <tr>
+            <td rowspan="4">CommonSense Understanding</td>
+            <td>PIQA (0-shot)</td>
+            <td>80.3</td>
+            <td>79.8</td>
+            <td>78.7</td>
+            <td>-</td>
+            <td>77.7</td>
+        </tr>
+        <tr>
+            <td>SciQ (0-shot)</td>
+            <td>96.3</td>
+            <td>95.9</td>
+            <td>96.6</td>
+            <td>-</td>
+            <td>95.3</td>
+        </tr>
+        <tr>
+            <td>Winogrande (0-shot)</td>
+            <td>74.0</td>
+            <td>72.1</td>
+            <td>72.9</td>
+            <td>-</td>
+            <td>71.0</td>
+        </tr>
+        <tr>
+            <td>OpenbookQA (0-shot)</td>
+            <td>33.4</td>
+            <td>35.2</td>
+            <td>33.6</td>
+            <td>-</td>
+            <td>31.4</td>
+        </tr>
+    </tbody>
+</table>
+
+
+# Citation
+If Falcon3 family were helpful to your work, feel free to give us a cite.
+
+```
+@misc{Falcon3,
+    title = {Falcon 3 family of Open Foundation Models},
+    author = {TII Team},
+    month = {December},
+    year = {2024}
+}
+```

config.json

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+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "eos_token_id": 11,
+  "head_dim": 256,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 23040,
+  "max_position_embeddings": 32768,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 4,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000042,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.46.1",
+  "use_cache": true,
+  "vocab_size": 131072
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 11,
+  "eos_token_id": 11,
+  "transformers_version": "4.46.1"
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special_tokens_map.json

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