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@ -19,24 +19,25 @@ Feature: llama.cpp server
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Scenario: Rerank
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Given a rerank query:
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"""
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Organic skincare products for sensitive skin
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Machine learning is
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"""
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And a rerank document:
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"""
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Organic skincare for sensitive skin with aloe vera and chamomile: Imagine the soothing embrace of nature with our organic skincare range, crafted specifically for sensitive skin. Infused with the calming properties of aloe vera and chamomile, each product provides gentle nourishment and protection. Say goodbye to irritation and hello to a glowing, healthy complexion.
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A machine is a physical system that uses power to apply forces and control movement to perform an action. The term is commonly applied to artificial devices, such as those employing engines or motors, but also to natural biological macromolecules, such as molecular machines.
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"""
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And a rerank document:
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"""
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New makeup trends focus on bold colors and innovative techniques: Step into the world of cutting-edge beauty with this seasons makeup trends. Bold, vibrant colors and groundbreaking techniques are redefining the art of makeup. From neon eyeliners to holographic highlighters, unleash your creativity and make a statement with every look.
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Learning is the process of acquiring new understanding, knowledge, behaviors, skills, values, attitudes, and preferences. The ability to learn is possessed by humans, non-human animals, and some machines; there is also evidence for some kind of learning in certain plants.
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"""
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And a rerank document:
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"""
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Las nuevas tendencias de maquillaje se centran en colores vivos y técnicas innovadoras: Entra en el fascinante mundo del maquillaje con las tendencias más actuales. Colores vivos y técnicas innovadoras están revolucionando el arte del maquillaje. Desde delineadores neón hasta iluminadores holográficos, desata tu creatividad y destaca en cada look.
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Machine learning is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions.
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"""
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And a rerank document:
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"""
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新的化妆趋势注重鲜艳的颜色和创新的技巧:进入化妆艺术的新纪元,本季的化妆趋势以大胆的颜色和创新的技巧为主。无论是霓虹眼线还是全息高光,每一款妆容都能让您脱颖而出,展现独特魅力。
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Paris, capitale de la France, est une grande ville européenne et un centre mondial de l'art, de la mode, de la gastronomie et de la culture. Son paysage urbain du XIXe siècle est traversé par de larges boulevards et la Seine.
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"""
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When reranking request
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Then reranking results are returned
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Then reranking highest score is index 2
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# TODO: this result make no sense, probably need a better model?
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Then reranking highest score is index 3 and lowest score is index 0
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@ -736,14 +736,20 @@ async def all_embeddings_are_generated(context):
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def reranking_results_are_returned(context):
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assert len(context.reranking_results) == len(context.reranking_documents)
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@step('reranking highest score is index {idx:d}')
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def reranking_results_are_returned(context, idx: int):
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@step('reranking highest score is index {idx_high:d} and lowest score is index {idx_low:d}')
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def reranking_results_are_returned(context, idx_high: int, idx_low: int):
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max_score, max_idx = 0, 0
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min_score, min_idx = 0, 0
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for res in context.reranking_results:
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if max_score < res['relevance_score']:
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max_score = res['relevance_score']
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max_idx = res['index']
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assert max_idx == idx
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if min_score > res['relevance_score']:
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min_score = res['relevance_score']
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min_idx = res['index']
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print(context.reranking_results)
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assert max_idx == idx_high
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assert min_idx == idx_low
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@step('adding special tokens')
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def step_tokenize_set_add_special(context):
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