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Model: BSC-LT/salamandra-7b-instruct-gptq
Source: Original Platform

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README.md

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+---
+license: apache-2.0
+library_name: transformers
+base_model: BSC-LT/salamandra-7b-instruct
+pipeline_tag: text-generation
+language:
+- bg
+- ca
+- code
+- cs
+- cy
+- da
+- de
+- el
+- en
+- es
+- et
+- eu
+- fi
+- fr
+- ga
+- gl
+- hr
+- hu
+- it
+- lt
+- lv
+- mt
+- nl
+- nn
+- \no
+- oc
+- pl
+- pt
+- ro
+- ru
+- sh
+- sk
+- sl
+- sr
+- sv
+- uk
+---
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/633b489acbdbadd99c0b75ef/0AxppoCn6DIgZj6jp7feW.png)
+
+# Salamandra-7b-instruct-gptq Model Card
+
+This model is the gptq-quantized version of [Salamandra-7b-instruct](https://huggingface.co/BSC-LT/salamandra-7b-instruct) for speculative decoding.
+
+The model weights are quantized from FP16 to W4A16 (4-bit weights and FP16 activations) using the [GPTQ](https://arxiv.org/abs/2210.17323) algorithm. 
+Inferencing with this model can be done using [VLLM](https://docs.vllm.ai/en/stable/models/engine_args.html). 
+
+Salamandra is a highly multilingual model pre-trained from scratch that comes in three different 
+sizes — 2B, 7B and 40B parameters — with their respective base and instruction-tuned variants, 
+promoted and financed by the Government of Catalonia through the [Aina Project](https://projecteaina.cat/) 
+and the _Ministerio para la Transformación Digital y de la Función Pública_ - Funded by EU – NextGenerationEU 
+within the framework of [ILENIA Project](https://proyectoilenia.es/) with reference 2022/TL22/00215337.
+
+This model card corresponds to the gptq-quantized version of Salamandra-7b-instruct for speculative decoding.
+
+The entire Salamandra family is released under a permissive [Apache 2.0 license]((https://www.apache.org/licenses/LICENSE-2.0)).
+
+
+## How to Use
+
+The following example code works under ``Python 3.9.16``, ``vllm==0.6.3.post1``, ``torch==2.4.0`` and ``torchvision==0.19.0``, though it should run on
+any current version of the libraries. This is an example of a conversational chatbot using the model:
+
+```
+from vllm import LLM, SamplingParams
+
+model_name = "BSC-LT/salamandra-7b-instruct-gptq"
+llm = LLM(model=model_name)
+
+messages = []
+
+while True:
+    user_input = input("user >> ")
+    if user_input.lower() == "exit":
+        print("Chat ended.")
+        break
+
+    messages.append({'role': 'user', 'content': user_input})
+
+    outputs = llm.chat(messages,
+                       sampling_params=SamplingParams(
+                           temperature=0.5,
+                           stop_token_ids=[5],
+                           max_tokens=200)
+                       )[0].outputs
+    
+    model_output = outputs[0].text
+    print(f'assistant >> {model_output}')
+    messages.append({'role': 'assistant', 'content': model_output})
+```
+
+### Author
+International Business Machines (IBM).
+
+### Copyright
+International Business Machines (IBM).
+
+### Contact
+For further information, please send an email to <langtech@bsc.es>.
+
+### Acknowledgements
+We appreciate the collaboration with IBM in this work. 
+Specifically, the IBM team created gptq-quantized version of the Salamandra-7b-instruct model for speculative decoding released here. 
+
+### Disclaimer
+Be aware that the model may contain biases or other unintended distortions. 
+When third parties deploy systems or provide services based on this model, or use the model themselves, 
+they bear the responsibility for mitigating any associated risks and ensuring compliance with applicable 
+regulations, including those governing the use of Artificial Intelligence.
+
+Barcelona Supercomputing Center and International Business Machines shall 
+not be held liable for any outcomes resulting from third-party use.
+
+### License
+[Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)

config.json

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+  "architectures": [
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+  ],
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+    "meta": null,
+    "model_seqlen": null,
+    "module_name_preceding_first_block": null,
+    "modules_in_block_to_quantize": null,
+    "pad_token_id": null,
+    "quant_method": "gptq",
+    "sym": true,
+    "tokenizer": null,
+    "true_sequential": true,
+    "use_cuda_fp16": false,
+    "use_exllama": true
+  },
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 256000
+}

configuration.json

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generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.49.0"
+}

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