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Mistral-7B-Logging-Perforation-v0.1

PEFT

Safetensors

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JCChen0331 commited on Jun 25, 2024

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@@ -5,7 +5,7 @@ library_name: peft
 # Model Card for Model ID
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@@ -13,190 +13,53 @@ library_name: peft
 ### Model Description
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 ## Uses
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-## How to Get Started with the Model
-Use the code below to get started with the model.
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 ## Training Details
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-## Environmental Impact
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-Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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-## Technical Specifications [optional]
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-## Glossary [optional]
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-### Framework versions
-- PEFT 0.11.2.dev0

 # Model Card for Model ID
+This model is fine-tuned on content from the content in Petrolumn Engnieer journal, enhancing its performance in logging and perforation tasks related.
 ### Model Description
+-**Model Name**: Mistral-7B-Logging-Perforation-v1.0
 ## Uses
 ## Training Details
 ### Training Data
+Paper text from SPE journal
+### Evaluation
+Question:
+Name 3 new technologies in Logging and Perforation
+Answer:
+`GPT-4`: "
+Here are three succinct new technologies in logging and perforation:
+1. Advanced Logging Sensors: Incorporating spectral logging and high-definition imaging for detailed analysis.
+2. Real-time Data Transmission: Digital tools transmit data instantly for immediate analysis.
+3.Engineered Perforating Systems: Utilizing shaped charge and precision systems for optimal wellbore perforation."
+`Pre-trained Mistral-7B`: "
+1. Electronic logging devices (ELDs) are electronic systems that record a driver's hours of service (HOS) information, including the date, time, location, engine hours, vehicle miles driven, and other data. ELDs help ensure compliance with HOS regulations by automatically recording driving time and preventing drivers from falsifying their logs.
+3. Perforating guns are specialized tools used to create perforations in wellbores during drilling operations. These guns use high-pressure water or air jets to create small holes in the rock formation, allowing for the injection of fluids such as cement or drilling mud into the formation.
+5. Smart perforators are advanced perforating tools that can be remotely controlled and monitored using telemetry technology. They allow operators to adjust the firing sequence and depth of penetration in real-time, improving accuracy and reducing the risk of damage to the wellbore.
+"
+`Mistral-7B-Geoscience-v0.1`: "
+The three new technologies are:
+1. Distributed fiber-optic sensing (DFOS) technology for real-time monitoring of wellbore conditions during hydraulic fracturing operations. This technology uses optical fibers embedded in the wellbore to measure temperature, pressure, strain, and other parameters that can provide insights into the behavior of the rock formation and the effectiveness of the hydraulic fracturing process.
+3. High-pressure perforating technology for creating larger and more uniform perforations in hard formations. This technology involves using high-pressure nitrogen or carbon dioxide gas to create larger perforations with less damage to the surrounding rock.
+5. Smart completion systems for optimizing hydraulic fracturing treatments. These systems use sensors and actuators to monitor and control the flow of fluids and proppants into the wellbore during hydraulic fracturing. They allow for real-time adjustments to be made to the treatment based on downhole measurements, resulting in more efficient and effective fracturing treatments.
+"