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  ---
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- library_name: peft
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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- ## Training procedure
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- The following `bitsandbytes` quantization config was used during training:
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- - quant_method: bitsandbytes
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- - load_in_8bit: False
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- - load_in_4bit: True
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- - llm_int8_threshold: 6.0
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- - llm_int8_skip_modules: None
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- - llm_int8_enable_fp32_cpu_offload: False
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- - llm_int8_has_fp16_weight: False
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- - bnb_4bit_quant_type: fp4
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- - bnb_4bit_use_double_quant: False
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- - bnb_4bit_compute_dtype: float32
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- ### Framework versions
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- - PEFT 0.6.0.dev0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: mit
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+ datasets:
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+ - squad_v2
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+ - quac
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+ language:
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+ - en
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+ widget:
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+ - text: >-
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+ when: Lionel Andrés Messi[note 1] (Spanish pronunciation: [ljoˈnel anˈdɾes
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+ ˈmesi] (listen); born 24 June 1987), also known as Leo Messi, is an
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+ Argentine professional footballer who plays as a forward for and captains
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+ both Major League Soccer club Inter Miami and the Argentina national team.
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+ Widely regarded as one of the greatest players of all time, Messi has won a
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+ record seven Ballon d'Or awards[note 2] and a record six European Golden
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+ Shoes, and in 2020 he was named to the Ballon d'Or Dream Team. Until leaving
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+ the club in 2021, he had spent his entire professional career with
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+ Barcelona, where he won a club-record 34
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+ - text: >-
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+ where: Lionel Andrés Messi[note 1] (Spanish pronunciation: [ljoˈnel anˈdɾes
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+ ˈmesi] (listen); born 24 June 1987), also known as Leo Messi, is an
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+ Argentine professional footballer who plays as a forward for and captains
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+ both Major League Soccer club Inter Miami and the Argentina national team.
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+ Widely regarded as one of the greatest players of all time, Messi has won a
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+ record seven Ballon d'Or awards[note 2] and a record six European Golden
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+ Shoes, and in 2020 he was named to the Ballon d'Or Dream Team. Until leaving
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+ the club in 2021, he had spent his entire professional career with
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+ Barcelona, where he won a club-record 34
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+ - text: >-
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+ how: Lionel Andrés Messi[note 1] (Spanish pronunciation: [ljoˈnel anˈdɾes
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+ ˈmesi] (listen); born 24 June 1987), also known as Leo Messi, is an
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+ Argentine professional footballer who plays as a forward for and captains
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+ both Major League Soccer club Inter Miami and the Argentina national team.
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+ Widely regarded as one of the greatest players of all time, Messi has won a
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+ record seven Ballon d'Or awards[note 2] and a record six European Golden
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+ Shoes, and in 2020 he was named to the Ballon d'Or Dream Team. Until leaving
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+ the club in 2021, he had spent his entire professional career with
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+ Barcelona, where he won a club-record 34
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+ - text: >-
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+ what: Lionel Andrés Messi[note 1] (Spanish pronunciation: [ljoˈnel anˈdɾes
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+ ˈmesi] (listen); born 24 June 1987), also known as Leo Messi, is an
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+ Argentine professional footballer who plays as a forward for and captains
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+ both Major League Soccer club Inter Miami and the Argentina national team.
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+ Widely regarded as one of the greatest players of all time, Messi has won a
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+ record seven Ballon d'Or awards[note 2] and a record six European Golden
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+ Shoes, and in 2020 he was named to the Ballon d'Or Dream Team. Until leaving
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+ the club in 2021, he had spent his entire professional career with
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+ Barcelona, where he won a club-record 34
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+ - text: >-
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+ where: Egypt (Egyptian Arabic: مصر Maṣr Egyptian Arabic pronunciation:
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+ [mɑsˤr]), officially the Arab Republic of Egypt, is a transcontinental
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+ country spanning the northeast corner of Africa and the Sinai Peninsula in
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+ the southwest corner of Asia. It is bordered by the Mediterranean Sea to the
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+ north, the Gaza Strip of Palestine and Israel to the northeast, the Red Sea
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+ to the east, Sudan to the south, and Libya to the west. The Gulf of Aqaba in
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+ the northeast separates Egypt from Jordan and Saudi Arabia. Cairo is the
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+ capital and largest city of Egypt, while Alexandria, the second-largest
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+ city, is an important industrial and tourist hub at the Mediterranean
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+ coast.[11] At approximately 100 million inhabitants, Egypt is the 14th-most
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+ populated country in the world, and the third-most populated in Africa,
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+ behind Nigeria and Ethiopia.
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+ - text: >-
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+ where: There is evidence of rock carvings along the Nile terraces and in
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+ desert oases. In the 10th millennium BCE, a culture of hunter-gatherers and
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+ fishers was replaced by a grain-grinding culture. Climate changes or
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+ overgrazing around 8000 BCE began to desiccate the pastoral lands of Egypt,
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+ forming the Sahara. Early tribal peoples migrated to the Nile River where
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+ they developed a settled agricultural economy and more centralized society.
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+ - text: >-
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+ when: By about 6000 BCE, a Neolithic culture took root in the Nile
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+ Valley.[31] During the Neolithic era, several predynastic cultures developed
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+ independently in Upper and Lower Egypt. The Badarian culture and the
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+ successor Naqada series are generally regarded as precursors to dynastic
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+ Egypt. The earliest known Lower Egyptian site, Merimda, predates the
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+ Badarian by about seven hundred years. Contemporaneous Lower Egyptian
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+ communities coexisted with their southern counterparts for more than two
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+ thousand years. The earliest known evidence of Egyptian hieroglyphic
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+ inscriptions appeared during the predynastic period on Naqada III pottery
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+ vessels, dated to about 3200 BCE.[32]
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+ - text: >-
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+ whose : or the next three millennia. Egyptian culture flourished during this
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+ long period and remained distinctively Egyptian in its religion, arts,
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+ language and customs. The first two ruling dynasties of a unified Egypt set
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+ the stage for the Old Kingdom period, c. 2700–2200 BCE, which constructed
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+ many pyramids, most notably the Third Dynasty pyramid of Djoser and the
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+ Fourth Dynasty Giza pyramids.
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+ - text: >-
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+ who:The First Intermediate Period ushered in a time of political upheaval
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+ for about 150 years.[33] Stronger Nile floods and stabilisation of
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+ government, however, brought back renewed prosperity for the country in the
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+ Middle Kingdom c. 2040 BCE, reaching a peak during the reign of Pharaoh
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+ Amenemhat III. A second period of disunity heralded the arrival of the first
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+ foreign ruling dynasty in Egypt, that of the Semitic Hyksos. The Hyksos
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+ invaders took over much of Lower Egypt around 1650 BCE and founded a new
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+ capital at Avaris. They were driven out by an Upper Egyptian force led by
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+ Ahmose I, who founded the Eighteenth Dynasty and relocated the capital from
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+ Memphis to Thebes.
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+ library_name: transformers
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+ tags:
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+ - generate answers
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+ - question generator
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+ - generate text
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+ - nlp
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+ - dataset maker
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+ - flan t5
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+ - t5
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  ---
 
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+ # Model Card for QA_GeneraToR
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+ Excited 😄 to share with you my very first model 🤖 for generating question-answering datasets! This incredible model takes articles 📜 or web pages, and all you need to provide is a prompt and context. It works like magic ✨, generating both the question and the answer. The prompt can be anything – "what," "who," "where" ... etc ! 😅
 
 
 
 
 
 
 
 
 
 
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+ I've harnessed the power of the flan-t5 model 🚀, which has truly elevated the quality of the results. You can find all the code and details in the repository right here: https://lnkd.in/dhE5s_qg
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+ And guess what? I've even deployed the project, so you can experience the magic firsthand: https://lnkd.in/diq-d3bt ❤️
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+ Join me on this exciting journey into #nlp, #textgeneration, #t5, #deeplearning, and #huggingface. Your feedback and collaboration are more than welcome! 🌟
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+ # my fine tuned model
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+ >This model is fine tuned to generate a question with answers from a context , why that can be very usful this can help you to generate a dataset from a book article any thing you would to make from it dataset and train another model on this dataset , give the model any context with pre prometed of quation you want + context and it will extarct question + answer for you
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+ this are promted i use
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+ >[ "which", "how", "when", "where", "who", "whom", "whose", "why",
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+ "which", "who", "whom", "whose", "whereas",
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+ "can", "could", "may", "might", "will", "would", "shall", "should",
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+ "do", "does", "did", "is", "are", "am", "was", "were", "be", "being", "been",
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+ "have", "has", "had", "if", "is", "are", "am", "was", "were", "do", "does", "did", "can", "could",
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+ "will", "would", "shall", "should", "might", "may", "must",
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+ "may", "might", "must"]
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+ >
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+ # orignal model info
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+ <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/model_doc/flan2_architecture.jpg"
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+ alt="drawing" width="600"/>