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Model: MoxoffSrL/Azzurro
Source: Original Platform

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README.md

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+---
+license: mit
+language:
+- it
+- en
+library_name: transformers
+tags:
+- sft
+- it
+- mistral
+- chatml
+---
+
+# Model Information
+
+Azzurro is an updated version of [Mistral-7B-v0.2](https://huggingface.co/alpindale/Mistral-7B-v0.2-hf), specifically fine-tuned with SFT and LoRA adjustments.
+
+- It's trained on publicly available datasets, like [SQUAD-it](https://huggingface.co/datasets/squad_it), and datasets we've created in-house.
+- it's designed to understand and maintain context, making it ideal for Retrieval Augmented Generation (RAG) tasks and applications requiring contextual awareness.
+
+# Evaluation
+
+We evaluated the model using the same test sets as used for the [Open Ita LLM Leaderboard](https://huggingface.co/spaces/FinancialSupport/open_ita_llm_leaderboard) 
+
+| hellaswag_it acc_norm | arc_it acc_norm | m_mmlu_it 5-shot acc | Average |
+|:----------------------| :--------------- | :-------------------- | :------- |
+| 0.6067 | 0.4405 | 0.5112 | 0,52 |
+
+
+## Usage
+
+Be sure to install these dependencies before running the program
+
+```python
+!pip install transformers torch sentencepiece
+```
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+device = "cpu" # if you want to use the gpu make sure to have cuda toolkit installed and change this to "cuda"
+
+model = AutoModelForCausalLM.from_pretrained("MoxoffSpA/Azzurro")
+tokenizer = AutoTokenizer.from_pretrained("MoxoffSpA/Azzurro")
+
+question = """Quanto è alta la torre di Pisa?"""
+context = """
+La Torre di Pisa è un campanile del XII secolo, famoso per la sua inclinazione. Alta circa 56 metri.
+"""
+
+prompt = f"Domanda: {question}, contesto: {context}"
+
+messages = [
+    {"role": "user", "content": prompt}
+]
+
+encodeds = tokenizer.apply_chat_template(messages, return_tensors="pt")
+
+model_inputs = encodeds.to(device)
+model.to(device)
+
+generated_ids = model.generate(
+    model_inputs, # The input to the model
+    max_new_tokens=128, # Limiting the maximum number of new tokens generated
+    do_sample=True, # Enabling sampling to introduce randomness in the generation
+    temperature=0.1, # Setting temperature to control the randomness, lower values make it more deterministic
+    top_p=0.95, # Using nucleus sampling with top-p filtering for more coherent generation       
+    eos_token_id=tokenizer.eos_token_id # Specifying the token that indicates the end of a sequence
+)
+
+decoded_output = tokenizer.decode(generated_ids[0], skip_special_tokens=True)
+trimmed_output = decoded_output.strip()
+print(trimmed_output)
+```
+
+## Bias, Risks and Limitations
+
+Azzurro has not been aligned to human preferences for safety within the RLHF phase or deployed with in-the-loop filtering of 
+responses like ChatGPT, so the model can produce problematic outputs (especially when prompted to do so). It is also unknown what the size and composition 
+of the corpus was used to train the base model (mistralai/Mistral-7B-v0.2), however it is likely to have included a mix of Web data and technical sources 
+like books and code.
+
+## Links to resources
+
+- SQUAD-it dataset: https://huggingface.co/datasets/squad_it
+- Mistral_7B_v0.2 original weights: https://models.mistralcdn.com/mistral-7b-v0-2/mistral-7B-v0.2.tar
+- Mistral_7B_v0.2 model: https://huggingface.co/alpindale/Mistral-7B-v0.2-hf
+- Open Ita LLM Leaderbord: https://huggingface.co/spaces/FinancialSupport/open_ita_llm_leaderboard
+
+## Quantized versions
+
+We have published as well the 4 bit and 8 bit versions of this model:
+https://huggingface.co/MoxoffSpA/AzzurroQuantized
+
+## The Moxoff Team
+
+Jacopo Abate, Marco D'Ambra, Luigi Simeone, Gianpaolo Francesco Trotta

config.json

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+{
+  "_name_or_path": "alpindale/Mistral-7B-v0.2-hf",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.39.0",
+  "use_cache": true,
+  "vocab_size": 32000
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.39.0"
+}

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special_tokens_map.json

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+{
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "</s>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+      "single_word": false,
+      "special": true
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+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}