falcon3 release

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README.md

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+---
+library_name: transformers
+tags:
+- falcon3
+base_model: tiiuae/Falcon3-10B-Base
+license: other 
+license_name: falcon-llm-license 
+license_link: https://falconllm.tii.ae/falcon-terms-and-conditions.html
+---
+
+<div align="center">
+    <img src="https://huggingface.co/datasets/tiiuae/documentation-images/resolve/main/general/falco3-logo.png" alt="drawing" width="500"/>
+</div>
+
+# Falcon3-10B-Instruct
+
+**Falcon3** family of Open Foundation Models is a set of pretrained and instruct LLMs ranging from 1B to 10B parameters.
+
+This repository contains the **Falcon3-10B-Instruct**. It achieves state-of-the-art results (at release's time) on reasoning, language understanding, instruction following, code and mathematics tasks.
+Falcon3-10B-Instruct supports 4 languages (English, French, Spanish, Portuguese) and a context length of up to 32K.
+
+
+## Model Details
+- Architecture
+  - Transformer-based causal decoder-only architecture
+  - 40 decoder blocks
+  - Grouped Query Attention (GQA) for faster inference: 12 query heads and 4 key-value heads
+  - Wider head dimension: 256
+  - High RoPE value to support long context understanding: 1000042
+  - Uses SwiGLu and RMSNorm
+  - 32K context length
+  - 131K vocab size
+- Depth up-scaled from **Falcon3-7B-Base** with 2 Teratokens of datasets comprising of web, code, STEM, high quality and mutlilingual data using 2048 H100 GPU chips
+- Posttrained on 1.2 million samples of STEM, conversational, code, safety and function call data
+- 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
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "tiiuae/Falcon3-10B-Instruct"
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype="auto",
+    device_map="auto"
+)
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+prompt = "How many hours in one day?"
+messages = [
+    {"role": "system", "content": "You are a helpful friendly assistant Falcon3 from TII, try to follow instructions as much as possible."},
+    {"role": "user", "content": prompt}
+]
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True
+)
+model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
+
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=1024
+)
+generated_ids = [
+    output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
+]
+
+response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
+print(response)
+```
+
+</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="background-color: rgba(80, 15, 213, 0.5); width: 7%;">
+    </colgroup>
+    <thead>
+        <tr>
+            <th>Category</th>
+            <th>Benchmark</th>       
+            <th>Yi-1.5-9B-Chat</th>
+            <th>Mistral-Nemo-Base-2407 (12B)</th>
+            <th>Falcon3-10B-Instruct</th>
+        </tr>
+    </thead>
+    <tbody>
+        <tr>
+            <td rowspan="3">General</td>
+            <td>MMLU (5-shot)</td>
+            <td>70</td>
+            <td>65.9</td>
+            <td><b>71.6</td>
+        </tr>
+        <tr>
+            <td>MMLU-PRO (5-shot)</td>
+            <td>39.6</td>
+            <td>32.7</td>
+            <td><b>44</td>
+        </tr>
+        <tr>
+            <td>IFEval</td>
+            <td>57.6</td>
+            <td>63.4</td>
+            <td><b>78</td>
+        </tr>
+        <tr>
+            <td rowspan="3">Math</td>
+            <td>GSM8K (5-shot)</td>
+            <td>76.6</td>
+            <td>73.8</td>
+            <td><b>83.1</td>
+        </tr>
+        <tr>
+            <td>GSM8K (8-shot, COT)</td>
+            <td>78.5</td>
+            <td>73.6</td>
+            <td><b>81.3</td>
+        </tr>
+        <tr>
+            <td>MATH Lvl-5 (4-shot)</td>
+            <td>8.9</td>
+            <td>0.4</td>
+            <td><b>22.1</td>
+        </tr>
+        <tr>
+            <td rowspan="5">Reasoning</td>
+            <td>Arc Challenge (25-shot)</td>
+            <td>51.9</td>
+            <td>61.6</td>
+            <td><b>64.5</td>
+        </tr>
+        <tr>
+            <td>GPQA (0-shot)</td>
+            <td><b>35.4</td>
+            <td>33.2</td>
+            <td>33.5</td>
+        </tr>
+        <tr>
+            <td>GPQA (0-shot, COT)</td>
+            <td>16</td>
+            <td>12.7</td>
+            <td><b>32.6</td>
+        </tr>
+        <tr>
+            <td>MUSR (0-shot)</td>
+            <td><b>41.9</td>
+            <td>38.1</td>
+            <td>41.1</td>
+        </tr>
+        <tr>
+            <td>BBH (3-shot)</td>
+            <td>49.2</td>
+            <td>43.6</td>
+            <td><b>58.4</td>
+        </tr>
+        <tr>
+            <td rowspan="4">CommonSense Understanding</td>
+            <td>PIQA (0-shot)</td>
+            <td>76.4</td>
+            <td>78.2</td>
+            <td><b>78.4</td>
+        </tr>
+        <tr>
+            <td>SciQ (0-shot)</td>
+            <td>61.7</td>
+            <td>76.4</td>
+            <td><b>90.4</td>
+        </tr>
+        <tr>
+            <td>Winogrande (0-shot)</td>
+            <td>-</td>
+            <td>-</td>
+            <td>71.3</td>
+        </tr>
+        <tr>
+            <td>OpenbookQA (0-shot)</td>
+            <td>43.2</td>
+            <td>47.4</td>
+            <td><b>48.2</td>
+        </tr>
+        <tr>
+            <td rowspan="2">Instructions following</td>
+            <td>MT-Bench (avg)</td>
+            <td>8.28</td>
+            <td><b>8.6</td>
+            <td>8.17</td>
+        </tr>
+        <tr>
+            <td>Alapaca (WC)</td>
+            <td>25.81</td>
+            <td><b>45.44</td>
+            <td>24.7</td>
+        </tr>
+        <tr>
+            <td>Tool use</td>
+            <td>BFCL AST (avg)</td>
+            <td>48.4</td>
+            <td>74.2</td>
+            <td><b>86.3</td>
+        </tr>
+    </tbody>
+</table>
+
+## Technical Report
+
+Coming soon....
+
+## Citation
+If Falcon3 family were helpful in your work, feel free to give us a cite.
+
+```
+@misc{Falcon3,
+    title = {The Falcon 3 family of Open Models},
+    author = {TII Team},
+    month = {December},
+    year = {2024}
+}
+```
+

config.json

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+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 11,
+  "eos_token_id": 11,
+  "head_dim": 256,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "intermediate_size": 23040,
+  "max_position_embeddings": 32768,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 40,
+  "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

@@ -0,0 +1,41 @@
+{
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+    ">>SUMMARY<<",
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+    ">>IP_ADDRESS<<",
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+    ">>IP_ADDRESS_0<<",
+    ">>IP_ADDRESS_1<<",
+    ">>IP_ADDRESS_2<<",
+    ">>IP_ADDRESS_3<<",
+    ">>IP_ADDRESS_4<<",
+    ">>IP_ADDRESS_5<<",
+    ">>IP_ADDRESS_6<<",
+    ">>IP_ADDRESS_7<<",
+    ">>IP_ADDRESS_8<<",
+    ">>IP_ADDRESS_9<<",
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+    ">>KEY<<"
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|pad|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}