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BSC-LT
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salamandra-2b-instruct-fp8

Text Generation
Transformers
Safetensors
llama
conversational
text-generation-inference
compressed-tensors
🇪🇺 Region: EU
Model card Files
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  1. README.md +123 -0
  2. config.json +73 -0
  3. generation_config.json +12 -0
  4. model.safetensors +3 -0
  5. special_tokens_map.json +34 -0
  6. tokenizer.json +3 -0
  7. tokenizer.model +3 -0
  8. tokenizer_config.json +1105 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ library_name: transformers
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+ base_model: BSC-LT/salamandra-2b-instruct
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+ pipeline_tag: text-generation
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+ language:
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+ - bg
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+ - ca
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+ - code
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+ - cs
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+ - cy
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+ - da
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+ - de
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+ - el
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+ - en
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+ - es
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+ - et
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+ - eu
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+ - fi
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+ - fr
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+ - ga
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+ - gl
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+ - hr
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+ - hu
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+ - it
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+ - lt
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+ - lv
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+ - mt
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+ - nl
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+ - nn
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+ - \no
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+ - oc
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+ - pl
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+ - pt
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+ - ro
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+ - ru
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+ - sh
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+ - sk
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+ - sl
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+ - sr
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+ - sv
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+ - uk
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+ ---
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+
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/633b489acbdbadd99c0b75ef/6y7ivSTUx4zYTn-2o-aAZ.png)
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+
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+ # Salamandra-2b-instruct-fp8 Model Card
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+
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+ This model is the fp8-quantized version of [Salamandra-2b-instruct](https://huggingface.co/BSC-LT/salamandra-2b-instruct).
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+
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+ The model weights are quantized from FP16 to FP8 (8-bit weights) using the FP8 quantization algorithm
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+ from [NeuralMagic](https://neuralmagic.com/blog/vllm-brings-fp8-inference-to-the-open-source-community/).
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+ Inferencing with this model can be done using [VLLM](https://docs.vllm.ai/en/stable/models/engine_args.html).
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+
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+ Salamandra is a highly multilingual model pre-trained from scratch that comes in three different
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+ sizes — 2B, 7B and 40B parameters — with their respective base and instruction-tuned variants,
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+ promoted and financed by the Government of Catalonia through the [Aina Project](https://projecteaina.cat/)
58
+ and the _Ministerio para la Transformación Digital y de la Función Pública_ - Funded by EU – NextGenerationEU
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+ within the framework of [ILENIA Project](https://proyectoilenia.es/) with reference 2022/TL22/00215337.
60
+
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+ This model card corresponds to the fp8-quantized version of Salamandra-2b-instruct.
62
+
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+ The entire Salamandra family is released under a permissive [Apache 2.0 license]((https://www.apache.org/licenses/LICENSE-2.0)).
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+
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+
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+ ## How to Use
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+
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+ 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
69
+ any current version of the libraries. This is an example of a conversational chatbot using the model:
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+
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+ ```
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+ from vllm import LLM, SamplingParams
73
+
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+ model_name = "BSC-LT/salamandra-2b-instruct-fp8"
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+ llm = LLM(model=model_name)
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+
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+ messages = []
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+
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+ while True:
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+ user_input = input("user >> ")
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+ if user_input.lower() == "exit":
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+ print("Chat ended.")
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+ break
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+
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+ messages.append({'role': 'user', 'content': user_input})
86
+
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+ outputs = llm.chat(messages,
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+ sampling_params=SamplingParams(
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+ temperature=0.5,
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+ stop_token_ids=[5],
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+ max_tokens=200)
92
+ )[0].outputs
93
+
94
+ model_output = outputs[0].text
95
+ print(f'assistant >> {model_output}')
96
+ messages.append({'role': 'assistant', 'content': model_output})
97
+ ```
98
+
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+
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+ ### Author
101
+ International Business Machines (IBM).
102
+
103
+ ### Copyright
104
+ International Business Machines (IBM).
105
+
106
+ ### Contact
107
+ For further information, please send an email to <[email protected]>.
108
+
109
+ ### Acknowledgements
110
+ We appreciate the collaboration with IBM in this work.
111
+ Specifically, the IBM team created fp8-quantized version of the Salamandra-2b-instruct model released here.
112
+
113
+ ### Disclaimer
114
+ Be aware that the model may contain biases or other unintended distortions.
115
+ When third parties deploy systems or provide services based on this model, or use the model themselves,
116
+ they bear the responsibility for mitigating any associated risks and ensuring compliance with applicable
117
+ regulations, including those governing the use of Artificial Intelligence.
118
+
119
+ Barcelona Supercomputing Center and International Business Machines shall
120
+ not be held liable for any outcomes resulting from third-party use.
121
+
122
+ ### License
123
+ [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)
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+ "special": false
933
+ },
934
+ "116": {
935
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁",
936
+ "lstrip": false,
937
+ "normalized": false,
938
+ "rstrip": false,
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+ "single_word": false,
940
+ "special": false
941
+ },
942
+ "117": {
943
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
944
+ "lstrip": false,
945
+ "normalized": false,
946
+ "rstrip": false,
947
+ "single_word": false,
948
+ "special": false
949
+ },
950
+ "118": {
951
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
952
+ "lstrip": false,
953
+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false,
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+ "special": false
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+ },
958
+ "119": {
959
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
960
+ "lstrip": false,
961
+ "normalized": false,
962
+ "rstrip": false,
963
+ "single_word": false,
964
+ "special": false
965
+ },
966
+ "120": {
967
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
968
+ "lstrip": false,
969
+ "normalized": false,
970
+ "rstrip": false,
971
+ "single_word": false,
972
+ "special": false
973
+ },
974
+ "121": {
975
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
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+ "lstrip": false,
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+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false,
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+ "special": false
981
+ },
982
+ "122": {
983
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
984
+ "lstrip": false,
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+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false,
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+ "special": false
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+ },
990
+ "123": {
991
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
992
+ "lstrip": false,
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+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false,
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+ "special": false
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+ },
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+ "124": {
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+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
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+ "lstrip": false,
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+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false,
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+ "special": false
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+ },
1006
+ "125": {
1007
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
1008
+ "lstrip": false,
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+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false,
1012
+ "special": false
1013
+ },
1014
+ "126": {
1015
+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
1016
+ "lstrip": false,
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+ "normalized": false,
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+ "single_word": false,
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+ "special": false
1021
+ },
1022
+ "127": {
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+ "content": "▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁",
1024
+ "lstrip": false,
1025
+ "normalized": false,
1026
+ "rstrip": false,
1027
+ "single_word": false,
1028
+ "special": false
1029
+ },
1030
+ "128": {
1031
+ "content": "\t\t",
1032
+ "lstrip": false,
1033
+ "normalized": false,
1034
+ "rstrip": false,
1035
+ "single_word": false,
1036
+ "special": false
1037
+ },
1038
+ "129": {
1039
+ "content": "\t\t\t",
1040
+ "lstrip": false,
1041
+ "normalized": false,
1042
+ "rstrip": false,
1043
+ "single_word": false,
1044
+ "special": false
1045
+ },
1046
+ "130": {
1047
+ "content": "\t\t\t\t",
1048
+ "lstrip": false,
1049
+ "normalized": false,
1050
+ "rstrip": false,
1051
+ "single_word": false,
1052
+ "special": false
1053
+ },
1054
+ "131": {
1055
+ "content": "\t\t\t\t\t",
1056
+ "lstrip": false,
1057
+ "normalized": false,
1058
+ "rstrip": false,
1059
+ "single_word": false,
1060
+ "special": false
1061
+ },
1062
+ "132": {
1063
+ "content": "\t\t\t\t\t\t",
1064
+ "lstrip": false,
1065
+ "normalized": false,
1066
+ "rstrip": false,
1067
+ "single_word": false,
1068
+ "special": false
1069
+ },
1070
+ "133": {
1071
+ "content": "\n\n",
1072
+ "lstrip": false,
1073
+ "normalized": false,
1074
+ "rstrip": false,
1075
+ "single_word": false,
1076
+ "special": false
1077
+ },
1078
+ "134": {
1079
+ "content": "\n\n\n",
1080
+ "lstrip": false,
1081
+ "normalized": false,
1082
+ "rstrip": false,
1083
+ "single_word": false,
1084
+ "special": false
1085
+ }
1086
+ },
1087
+ "additional_special_tokens": [
1088
+ "<|im_start|>",
1089
+ "<|im_end|>"
1090
+ ],
1091
+ "bos_token": "<s>",
1092
+ "chat_template": "{%- if not date_string is defined %}{%- set date_string = \"2024-09-30\" %}{%- endif %}{%- set system_message = messages[0].content if messages[0].role == \"system\" else \"I am Salamandra, an AI language model developed at the Barcelona Supercomputing Centre (BSC) by the Language Technologies Unit. My knowledge base was last updated on August 2023. Today Date: \"+ date_string +\"\nSoy Salamandra, un modelo lingüístico de IA desarrollado en el Barcelona Supercomputing Centre (BSC) por la Language Technologies Unit. Mi base de conocimientos se actualizó por última vez en agosto de 2023.\nSoc Salamandra, un model de llenguatge d'IA desenvolupat al Barcelona Supercomputing Centre (BSC) per la Language Technologies Unit. La meva base de coneixement es va actualitzar per última vegada l'agost de 2023.\" -%}{%- if messages[0].role == \"system\" -%}{%- set messages = messages[1:] -%}{%- endif -%}{{ \"<|im_start|>system\n\" + system_message + \"<|im_end|>\n\" }}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
1093
+ "clean_up_tokenization_spaces": false,
1094
+ "eos_token": "</s>",
1095
+ "extra_special_tokens": {},
1096
+ "legacy": true,
1097
+ "model_max_length": 8192,
1098
+ "pad_token": "<unk>",
1099
+ "padding_side": "right",
1100
+ "sp_model_kwargs": {},
1101
+ "spaces_between_special_tokens": false,
1102
+ "tokenizer_class": "LlamaTokenizer",
1103
+ "unk_token": "<unk>",
1104
+ "use_default_system_prompt": false
1105
+ }