Upload Phi3ForCausalLM

README.md

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+---
+library_name: transformers
+tags: []
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+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).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]

config.json

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+{
+  "_name_or_path": "microsoft/Phi-3-mini-128k-instruct",
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3-mini-128k-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3-mini-128k-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "quantization_config": {
+    "backend": null,
+    "batch_size": 1,
+    "bits": 4,
+    "block_name_to_quantize": null,
+    "cache_block_outputs": true,
+    "checkpoint_format": "gptq",
+    "damp_percent": 0.1,
+    "dataset": [
+      "<Quality>/<Quality Engineering>/<Concurrent Engineering (CE)>\n\nRequirements:\n\n* Standard development process\n* Quality management/cost structure/schedule management\n* Risk management\n\nTechnical Requirements:\n\n* Issue analysis and improvement plans\n* Communication & facilitation\n* Task leading and coaching\n* Project management\n\nExperience Requirements:\n\n* Development projects and processes\n* Risk identification and management\n* Cross-functional team (CFT) activities\n* Quality and cost improvement activities.",
+      "<Quality>/<Quality Assurance>/<FMEA Facilitating & Governing>\n\nRequirements:\n\n* Understanding of AIAG & VDA FMEA\n* Knowledge of FMEA writing and analysis tools (P-Diagram, Block Diagram, Interface Matrix, PFD utilization, 8D, 5Phase, 5Why, statistical verification)\n* Ability to perform effectiveness verification (logical development of optimal solutions)\n\nRequirements:\n\n* Facilitating (education, review operation, reviewer selection)\n* Governance (process compliance/writing completeness/risk resolution F-up checks)\n* Skills in reviewing and improving process/development issues\n* Analytical skills and issue improvement development\n\nRequirements:\n\n* Experience in FMEA process operation and audit\n* Knowledge of FMEA writing methods and compliance checks\n* Experience in managing and operating reviewer pools\n* Experience in product/part development or quality assurance tasks.",
+      "<Quality>/<Quality Engineering>/<Quality Management for MLCCs>\n\nRequirements:\n\n* Understanding of MLCC operating principles and electrical characteristics.\n* Knowledge of MLCC manufacturing processes, characteristics, and failure modes.\n* Practical understanding of MLCC inspection/test methods.\n* Ability to analyze and interpret data.\n\nTechnical Requirements:\n\n* Understanding of statistical quality control methods.\n* Familiarity with MLCC technical differences, distribution, and major characteristics.\n* Ability to design reliability tests for MLCCs.\n* Ability to analyze and interpret test results.\n* Knowledge of MLCC reliability improvement ideas.\n\nExperience Requirements:\n\n* Execution or management of component quality assurance tasks.\n* Development of quality inspection methods for new products.\n* Collaboration with partner companies on quality assurance processes and element technology.\n* Improvement of chronic/recurring defects.",
+      "<Quality>/<Quality Engineering>/<PCB Quality Management>\n\nRequirements:\n\n* Understanding of external/physical inspection items and reliability test methods/judgment criteria.\n* Knowledge of CTQ/CTP items and process management items.\n* Understanding of the entire PCB manufacturing process (including etching, drilling, circuitry, plating, PSR, surface treatment, RT, and inspection).\n* Familiarity with PCB international standards/guidelines (IPC).\n* Understanding of statistical quality management methods.\n* Knowledge of PCB manufacturing processes/technical differences, key characteristics comparison and analysis, and development of preventive measures.\n* Ability to analyze and improve the root causes of defects.\n\nRequirements Experience:\n\n* Experience in product/PCB development and quality assurance.\n* Practical experience in PCB design and development.\n* Development of quality verification test methods and reproducibility tests for new products.\n* Familiarity with collaborative company quality assurance processes and quality management technologies.\n* Improvement activities for persistent defects.",
+      "<Quality>/<Quality Engineering>/<Rex X>\nRequired Knowledge: Development of strategies for all types (Feature, Defect, Event). Development of strategies for complex problems. Support for teams or individuals using the Red X Tool. Support leadership in carrying out key projects.\n\nRequired Skills: Efficient strategy development for cause analysis. Application of the Red X Tool according to the situation. Coach Project and Red X education skills. Project Management Skills.\n\nRequired Experience: Understanding and development of Red X Strategy. Usage of Red X Tool. Statistical knowledge.",
+      "<Quality>/<Quality Engineering>/<Six Sigma>\n\nRequirements:\n\n* Understanding and development of the Red X Strategy.\n* Proficiency in the use of the Red X Tool.\n* Statistical knowledge.\n* Development of an efficient strategy for root cause analysis.\n* Application of the Red X Tool in appropriate situations.\n* Coach Project and Red X education skills.\n* Project management skills.\n\nExperience:\n\n* Development of strategies for all types of issues (features, defects, events).\n* Development of strategies for complex problems.\n* Support for teams or individuals using the Red X Tool.\n* Leadership skills to support major projects.",
+      "<Quality>/<Quality Assurance>/<SQE (Supplier Quality Engineering)>\n\nRequirements:\n\n* Understanding of LGE product and component development processes.\n* Knowledge of production processes, including PCBA1.\n* Familiarity with statistical quality control and reliability engineering.\n* Understanding of collaborative company processes.\n* Ability to analyze and interpret drawings.\n* Experience with DFMEA, PFMEA, and QC process documentation and analysis.\n* Familiarity with surface treatment, plating, welding, and other specialized processing techniques.\n* Experience with product/component quality assurance and testing.\n* Familiarity with APQP implementation.",
+      "<Quality>/<Quality Assurance>/<SW Validation>\n\nRequirements:\n\n* SW Verification & Validation knowledge\n* UX/UI testing methodologies knowledge\n* SW Engineering knowledge\n* Development stage-specific SW development output knowledge\n\nTechnical Requirements:\n\n* Strategy for SW verification and testing\n* Test case design skills\n* SW quality data analysis skills\n* UX/UI, basic/integrated, performance, stability, and reliability verification methods development\n\nExperience Requirements:\n\n* SW development verification or certification experience\n* Test method development experience\n* Customer perspective UX/UI, basic/integrated, performance, stability, and reliability verification\n* SW test data and defect data management\n* SW quality analysis and interpretation",
+      "<Quality>/<Quality Assurance>/<SW Test Automation>\n\nRequirements:\n\n* SW Verification & Validation knowledge.\n* SW Engineering knowledge.\n* SW Programming knowledge.\n* SW Test Automation techniques.\n\nTechnical Requirements:\n\n* Test case design skills.\n* SW testing methods (static/dynamic) and testing tools.\n* Test script writing and utilization.\n\nExperience:\n\n* SW development verification or certification.\n* SW test automation tool utilization.\n* SW test automation development.\n* SW programming.",
+      "<Quality>/<Quality Assurance>/<SW Process Design/Diagnosis/Improvement>\n\n* Knowledge of international SW development process standards (CMMI, A-SPICE, etc.).\n* Knowledge of SW process assessment models.\n* Knowledge of SW engineering across the entire development lifecycle.\n* Knowledge of development stage-specific SW development output.\n* Technical skills in SW process definition/modeling/standardization.\n* Skills in tailoring SW processes.\n* Skills in assessing and judging SW development stages.\n* Experience in establishing SW quality management systems.\n* Experience in developing SW process improvement plans.\n* Experience in assessing and judging SW processes.",
+      "<Procurement>/<Strategic purchase>/<Cost Reduction (VI) Management>\nRequired Knowledge: Basic knowledge of purchasing. Purchasing systems, standards. Purchasing policies, philosophies. Material cost simulation (logic).\nRequired Skills: Cost reduction (VI) simulation. Relationship building skills. Presentation skills. Formulation and standardization of forms.\nRequired Experience: Annual cost reduction (VI) plan establishment. Reporting of overall purchasing master plan. General purchasing data management. Revision of standards and maintenance of purchasing systems.\nJob Duties: Formulate mid-to-long term purchasing policies and establish master plans. Perform the role of global purchasing advisor. Manage material cost improvements to achieve target material costs.",
+      "<Procurement>/<Strategic purchase>/<Pricing>\nRequired Knowledge: Understanding of industrial indicators income/import. Route learning for collecting financial statements/cost-related data. Understanding of market price and same type parts price determination process. Understanding of cost structure logic.\nRequired Skills: Skills in understanding cost analysis table. Skills in creating cost analysis table. Trends in raw material prices and market prices. Cost determination process.\nRequired Experience: Collection of cost information. Determination of same type parts price. Securing market standard cost. Analysis of cost analysis table.\nTasks to be performed: Develop a Cost Table system. Global education on Cost Table. Derive price reduction items based on understanding of price determination mechanism. Participate in price determination system tasks. Explore cost information to understand the price determination structure of Global Supplier. Create a Cost Table.",
+      "<Procurement>/<Development Purchase>/<Development Management>\nRequired Knowledge: Component development process. PDM tasks. Component Map. Understanding of component technology trends.\nRequired Skills: Understanding of BOM. Meeting skills. Component technology.\nRequired Experience: New product development tasks. Component configuration diagram. PDM management by model. Regular material cost management.\nJob Duties: Propose solutions that can secure the target unit price of components. Implement and systematize material cost management tools. Lead component development innovation. Write the basis for target material cost calculation. Understand the cause of issues in each component development process and provide solutions. Perform the role of a company-wide Develop Council leader. Create a component map and provide component solutions. Participate in BOM formation. Manage material costs by development model. Lead individual component Develop Council. Participate in finalizing drawings and mold specs. Register material information and manage the list of changed components. Create a purchase list for new vendors.",
+      "<Procurement>/<Strategic purchase>/<Purchasing Risk Management>\nRequired Knowledge: Cases of purchasing risk. Global purchasing environment and general theories of purchasing-related laws and contracts. Overall understanding of purchasing systems (response measures when issues arise). Purchasing process, standards.\nRequired Skills: Purchasing support skills. Purchasing diagnosis. Data analysis skills.\nRequired Experience: Pre-bankruptcy response of partner companies. Establishment of purchasing policies according to exchange rate effects. Analysis of raw material price trends. Response to government subcontract audits.\nJob Duties: Act as a risk response expert and provide consulting. Create best practices as a purchasing risk task leader. Lead global purchasing risk responses. Establish response scenarios for each risk item. Form a consultative body with related departments when purchasing issues arise. Draft a response process for the purchasing risk department. Participate in building a risk prevention system. Respond to government subcontract audits. Propose solutions in response to exchange rates and purchasing environment. Revision/creation of purchasing risk standards.",
+      "<Procurement>/<Strategic purchase>/<General Purchasing Management>\nRequired Knowledge: Use of purchasing systems. Basic knowledge and terminology of purchasing. Understanding of the purchasing process.\nRequired Skills: Organizing purchasing indicators by item. Extracting purchasing unit prices. Data processing/analysis.\nRequired Experience: Pre-management of diagnostic indicators. Regular reporting of purchasing indicators. General data management of purchasing.\nJob Duties: Operate the purchasing dashboard and pre-manage all indicators. Perform the role of a global purchasing advisor and support the corporation. Lead purchasing innovation and discover best purchasing practices. Improve purchasing systems and perform purchasing diagnostics. Act as an advisor on purchasing indicators within purchasing. Attend purchasing meetings as a purchasing representative. Lead the creation of integrated purchasing synergy and operate the organization. Capable of developing a purchasing system and performing maintenance tasks.",
+      "<Quality>/<Quality Engineering>/<Standard/Regulation>\n\nRequirements:\n\n* Technical knowledge: Regulatory and standardization field-specific technology and criteria. Certification/registration processes. Product development/quality management processes.\n* Technical skills: Regulatory information survey/analysis capabilities. International standard level certification test operation and evaluation. Regulatory compliance test and result judgment capabilities. National/regional product certification capabilities. Improvement capabilities for non-compliant issues.\n* Experience: Regulatory information acquisition/management and response guide. Domestic and foreign regulatory inspection and certification experience. Regulatory agency factory inspection and after-sales service response. Regulatory design and Troubleshooting experience. Domestic and foreign business unit/legal compliance assessment and evaluation.",
+      "<Procurement>/<Development Purchase>/<Mold Development>\nRequired Knowledge: Knowledge about molded products. Types of molds according to the industry of each part. Non-cutting processing method. Understanding of mold technology trends.\nRequired Skills: Mold manufacturing technology. Interview skills. Relationship building skills.\nRequired Experience: Ordering mold production. First article inspection of molds. Securing a prototype product in advance with a simple mold.\nTasks: Designing new molds and consulting on production. Guide to reducing mold costs. Improving mold Cavity numbers, core surface treatment, and heat treatment. Discovering the best practice for optimal global mold investment. Selecting a reliable mold manufacturer. Judging whether the required shape, appearance, physical properties, and dimensional accuracy are possible. Understanding the non-cutting processing method and producing the mold according to the required specifications. Receiving mold quotes and negotiating mold costs. Improving quality issues and modifying molds due to design changes. Mold asset management.",
+      "<Procurement>/<Co-growth>/<Co-growth Strategy>\nRequired Knowledge: Co-growth policy. Transaction rules with partner companies. Characteristics of each part. Production/Quality/Process management. Development of partner companies.\nRequired Skills: Coaching skills. Elementary technology. Relationship building skills. Production/Quality/Technical support.\nRequired Experience: Production/Quality support activities for partner companies. Financial support for partner companies. Kick-off of innovation activities of partner companies. Performance profit sharing system.\nJob Duties: Develop a co-growth promotion strategy and create best practices for partner companies. Lead the innovation of partner companies and improve corporate quality. External awards related to co-growth. Perform the role of a task leader in supporting partner companies.",
+      "<Quality>/<Quality Engineering>/<Modular Design>\n\nObjectives:\n\n* Analyze the current product structure and identify areas for simplification.\n* Develop a plan for optimizing the product structure and processes to minimize complexity.\n* Implement the plan and monitor the results.\n\nTechnical Requirements:\n\n* Ability to visualize and analyze the complexity of the product structure.\n* Ability to analyze the operational complexity of the product.\n* Value Chain area-specific complexity analysis capabilities.\n* Ability to measure and analyze the complexity of the product.\n\nExperience:\n\n* Definition of product structure based on modules.\n* Practical application of modular design tools.\n* Modular design education and training.\n* Collaboration and coaching for implementing modular design.\n* Assessment of modular design capabilities.",
+      "<Quality>/<Quality Engineering>/<Semiconductor Quality Management>\n\nJob Knowledge:\n\n* Understanding of external/physical inspection items and reliability test methods\n* Knowledge of CTQ/CTP items and measurement methods/judgment criteria\n* Understanding of the entire semiconductor manufacturing process (Wafer processing to Package Test)\n\nTechnical Skills:\n\n* Understanding of statistical quality control methods\n* Ability to analyze and compare technical specifications, such as tolerances, scatter, and other key characteristics\n* Development of preventive/reactive test methods for semiconductor defects\n* Ability to analyze, interpret, and improve quality tools\n* Understanding of the root cause of defects and the ability to identify and address the underlying mechanisms\n\nWork Experience:\n\n* Execution or management of product/semiconductor quality assurance tasks\n* Practical experience in semiconductor development\n* Development of quality verification test methods for new products/processes\n* Collaboration with partner companies on quality assurance processes and quality management technologies\n* Improvement activities for chronic/recurring defects.",
+      "<Quality>/<Quality Engineering>/<Battery Quality Management>\n\nRequirements:\n\n* Understanding of external/physical inspection items and reliability testing methods.\n* Knowledge of battery cell and structure, and operating principles.\n* Understanding of BMS (Battery Management System) operation principles.\n* Familiarity with CTP/CTQ (Customer Test Plan/Customer Test Specification) items and measurement methods/judgment criteria.\n* Understanding of battery cell/pack Safety Standards (IEC/UL/KC).\n\nRequirements:\n\n* Statistical quality control methods.\n* Root cause analysis, interpretation, and improvement of defects.\n* Fire mechanism analysis and simulation.\n* Safety Standard (IEC/UL/KC) assessment.\n\nRequirements:\n\n* Experience in product/battery development and quality assurance.\n* Development of pre-shipment quality inspection/re-testing methods for new products.\n* Collaboration with partner companies on quality assurance processes and quality management technologies.\n* Improvement of chronic/recurring defects.",
+      "<Procurement>/<Strategic purchase>/<Corporate Purchasing Support>\nRequired Knowledge: Basic knowledge of purchasing. Understanding of purchasing systems and standards. Management of corporate purchasing indicators. Purchasing college lectures.\nRequired Skills: Global purchasing operations. Understanding of purchasing environment and regulations by country. Local development and joint market entry. Price Leveling and raw material costs.\nRequired Experience: Experience in corporate MBR operation and support. Corporate FSE experience and corporate support experience. General purchasing data management. Revision of standards and maintenance/repair of purchasing systems.\nTasks Performed: Drafting global purchasing policies and establishing mid-to-long term master plans. Performing the role of a global purchasing advisor. Planning and directly supporting corporate support. Leading corporate support activities as a leader and leading ISE education. Developing corporate purchasing indicators and advising. Performing tasks as a corporate support task leader. Holding a CPSM certification and independently participating in Global Purchasing Conferences. Gathering and resolving corporate issues. Participating as a corporate support task member.",
+      "<Quality>/<Quality Assurance>/<Component Quality Control>\n\nRequired Knowledge:\n\n* Understanding of circuit component operating principles (linked with software).\n* Understanding of mechanical component production systems.\n* Practical understanding of component inspection/testing methods.\\m* Understanding of component raw materials, manufacturing methods, characteristic testing, and production processes.\nRequired Skills:\n\n* Understanding of statistical quality control techniques.\n* Analysis and interpretation of technical differences, variations, and key characteristics of components.\n* Design of component reliability tests. Analysis, interpretation, and improvement tools for the root causes of component defects.\n* Fundamental identification of defect occurrence mechanisms.\nRequired Experience:\n\n* Execution or management of product/component quality assurance tasks.\n* Practical experience in product/component development.\n* Development of quality verification testing methods and reproducibility testing methods for 4\u65b0 (new technologies, new processes, new materials, new equipment).\n* Guidance/support for quality assurance processes and key technologies of partner companies.\n* Experience in activities to improve chronic and persistent defects.",
+      "<Procurement>/<Development Purchase>/<Component Development>\nRequired Knowledge: Understanding of component approval process, NPI process, component characteristics and specs, and trends in component technology.\nRequired Skills: Technical knowledge of components, negotiation skills, component SCM.\nRequired Experience: Approval of authorized person, confirmation and request for approval of component approval samples, research on new technology component companies, activities of the company-wide Develop Council.\nTasks Performed: Design replacement with other components, shorten the delivery date of component approval, develop component diversification, improve and consult the component approval process, grasp the technology trend 2-3 years later, share component development know-how, propose new technology and new products, manage the progress of component approval, reach the initial production target yield, understand the manufacturing/QC process of components, analyze component production issues, check the proposed component specs.",
+      "<Quality>/<Quality Strategy>/<Service Quality Management>\n\n* Knowledge of quality/service-related IT systems and their usage and understanding.\n* Global market regulations and service process understanding.\n* General understanding of product/component characteristics.\n* Basic accounting processing knowledge.\n* Statistical methods and data analysis skills.\n* Problem-solving and issue-resolution skills.\n* Negotiation skills for problem-solving.\n* Market quality/cost analysis skills through product/component reliability analysis.\n* Experience with:\n\t+ Service policy/process changes and their cost/quality implications.\n\t+ Curriculum development for education.\n\t+ Improving MRC/BRC/PRC/CIC/DSC/ASC activities.\n\t+ Understanding and improving quality/cost-related processes.",
+      "<Procurement>/<Strategic purchase>/<Preceding Purchase>\nRequired Knowledge: Parts development process. Introduction of the latest purchasing tools. Parts PRM. Understanding of 4 new.\nRequired Skills: Possession of technology application skills. Parts function and system. Calculation of order material cost.\nRequired Experience: New parts sourcing and supplier development. Participation in orders. Gift, Insight research.\nTasks Performed: Understand the technology trends of Y+3 parts and secure the parts sourcing pool. Lead the preceding development. Coach on the latest parts technology and propose to R&D. Able to write parts PRM and lead preceding innovation with related departments. Teach advanced purchasing tools and propagate globally. Manage the technology trends of 4 new periodically. Understand parts PRM and explore new parts. Acquire advanced purchasing tools. Preceding task activities.",
+      "<Quality>/<Quality Engineering>/<Noise/Vibration Assessment>\n\nTheoretical Knowledge:\n\n* Noise/vibration principles and theories\n* Product's main functions/features and basic operating principles\n* Customer's actual usage environment and usage information\n* Customer sentiment analysis and trends\n\nTechnical Skills:\n\n* Noise/vibration testing and analysis capabilities\n* Product evaluation skills\n* Customer survey planning skills\n* Statistical analysis skills\n\nExperience:\n\n* Product evaluation and testing methods development\n* Component and product analysis tool understanding and interpretation\n* Sentiment analysis planning/analysis\n* Product improvement measures evaluation",
+      "<Procurement>/<Strategic purchase>/<Procurement Management>\nRequired Knowledge: Supply Chain. Production Planning (MRP). Procurement Process (Order ~ Production). Procurement Logistics.\nRequired Skills: Inventory Balancing. Negotiation Skills. Relationship Building Skills.\nRequired Experience: Material Order Management (Order Balance, Material Progress, Inventory Management). Customs and Logistics Management. Creation of Supply Chain Map. EOL Arrangement.\nJob Duties: Leading procurement innovation and improving overall procurement process. Acting as a procurement management trainer and consultant. Developing a procurement management system linked with other systems. Establishing policies for supply chain stabilization and setting up mid-to-long term procurement plans. Identifying and resolving procurement issues within the team. Forming a company-wide procurement discussion body. Improving the Supply Chain in conjunction with parts development and strategic purchasing. Adjusting order ratios and allocating quantities by understanding the status of partner companies. Resolving procurement issues and shortening delivery times when production plans change. Checking the supply status and placing orders according to the order ratio.",
+      "<Quality>/<Quality Assurance>/<Reliability Testing and Analysis>\n\n1. Understanding of failure modes and mechanisms, and statistical analysis of reliability data.\n2. Knowledge of stress and customer usage patterns, and planning and execution of accelerated life testing (ALT), environmental testing, and life testing.\n3. Familiarity with international reliability standards (MIL, IEC, etc.).\n4. Ability to develop logical fault tree analysis (FTA) and failure mode and effects analysis (FMEA) for failure modes and mechanisms.\n5. Proficiency in using reliability analysis tools such as Minitab, and experience with reliability testing and analysis equipment.\n6. Experience in developing and executing reliability test plans, and analyzing and improving failure modes.\n7. Field SVC data analysis.",
+      "<Quality>/<Quality Assurance>/<Outsourcing Quality Management>\n\n1. Understanding of Outsourcing Biz Types (ODM, JDM, OEM, etc.) and QA System Development, Components, and Processes.\n2. Knowledge of Standard Quality Contract Items and Practical Experience in Product Inspection/Testing.\n3. Ability to Apply Quality Assurance Processes for Each Biz Type.\n4. Experience in Quality Management and Supervision of Production Lines.\n5. Familiarity with LG's Q-Audit Skills and Company Guidelines/Support.\n6. Experience in Managing and Supervising Quality Assurance Teams.\n7. Strong Analytical Skills and Ability to Manage and Analyze Quality Information.\n8. Experience in Building and Improving Quality Assurance Systems.\n9. Ability to Conduct Quality Inspections and Release Decisions for Outsourcing Companies.\n10. Experience in Negotiating and Finalizing Quality and Service Contracts.",
+      "<Procurement>/<Strategic purchase>/<Cost Analysis>\nRequired Knowledge: Understanding of cost analysis process and techniques. Understanding of financial statements/costs. Awareness of parts market trends and global price trends. Understanding of the parts sub-material composition table.\nRequired Skills: Skills in understanding cost analysis tables. Skills in creating cost analysis tables. Knowledge of raw material price trends and optimal purchasing routes.\nRequired Experience: Creation of sub-material lists. Acquisition of cost data from partners. Acquisition of market standard costs. Creation of cost analysis tables (requesting data from partners and understanding the data).\nTasks to be performed: Collection/processing/derivation of cost analysis data using know-how. Continuously creating best practices for cost analysis. Participating in the development of cost analysis systems and spreading them globally. Acting as a cost analysis instructor. Pointing out errors/manipulated items in the financial statements and cost composition tables of partners. Supporting the creation of cost analysis tables for overseas corporations.",
+      "<Quality>/<Quality Engineering>/<Chemical/Microbiological Analysis>\n\n1. Basic knowledge: chemistry, microbiology, hygiene, environment, and materials.\n2. Analytical principles and instrumentation system configuration/operation understanding.\n3. Product environmental regulations, toxicity/hazard assessment.\n4. ISO 17025 operating standards.\n5. Analytical techniques: sample preparation and instrument operation.\n6. Test planning and development of new test methods.\n7. Analysis and interpretation of analytical results.\n8. Skill in identifying and analyzing the causes of contamination.\n9. Information collection and analysis skills related to hazardous substances and hygiene.\n10. Experience in regulatory compliance, including obtaining and analyzing regulations, and developing guidelines.\n11. Experience in chemical and microbiological testing, including the identification of contaminants and the development of countermeasures.\n12. Education and training in hazardous substance analysis and inspection management systems.\n13. Experience in operating a certified testing laboratory.",
+      "<Quality>/<Quality Engineering>/<Resource Circulation>\n\nTechnical Skills:\n\n* System construction/operation and IT management skills\n* Design for Recycling skills\n* Regulatory compliance skills related to resource circulation\n\nExperience:\n\n* Product and packaging material assessment\n* Global recycling/treatment regulation acquisition and guide development\n* Weight management IT system improvement and operation\n* Recycling company evaluation and support\n\nKnowledge:\n\n* Environmental engineering/chemical engineering/mechanical engineering\n* Resource circulation policy/law\n* Design for Recycling",
+      "<Quality>/<Quality Engineering>/<Electromagnetic/Wireless Communication>\n\n* Knowledge: Electrical/Electronic/Electromagnetic/Wave Engineering. Basic theories of electromagnetic waves. Understanding of domestic and international standards (ISO17025).\n* Technical skills: Electromagnetic wave testing and evaluation techniques. Design of electromagnetic wave solutions. Participation in international rule-making committees. Electromagnetic wave education and training.\n* Experience: Development of electronic products and electromagnetic wave testing and certification. Analysis of electromagnetic wave problems and countermeasures. Acquisition, analysis, and transmission of standard information. Operation of a certified testing laboratory. International/domestic electromagnetic wave rule-making.",
+      "<Quality>/<Quality Engineering>/<Product Liability/Safety>\n\nRequirements:\n\n* Electrical/electronic engineering. Safety engineering (fire/electric shock/injury/explosion). Fire mechanism and safety engineering. Plastic material engineering and properties. Product liability law, product safety regulations.\n* Technical requirements:\n\t+ Product-specific safety assessment technology. Fire mechanism analysis and simulation. Risk analysis and preventive design measures. Product structure analysis (electrical/electronic products). Safety standards (IEC/UL/K) interpretation and assessment. Power circuit analysis and protection devices.\n* Experience requirements:\n\t+ Product safety review. Critical safety component certification/approval. Fire/injury accident cause analysis, reproduction, and prevention verification. PL claim data analysis. PL/fire testing equipment and facilities operation. Product safety process operation and inspection.",
+      "<Quality>/<Quality Strategy>/<Product Quality Analysis>\n\nRequirements:\n\n* Knowledge of quality/service-related IT systems and their usage\n* Understanding of basic processes for each function\n* Basic knowledge of parts and products, including 6\u03c3\n* Analysis of 4sin/4bull results and market quality\n* Ability to utilize statistical tools and data analysis techniques\n* Customer-oriented problem-solving skills and issue resolution logic\n* Negotiation skills for problem-solving\n* Ability to analyze the reliability and test results of parts and products\n\nRequirements Experience:\n\n* Experience with service policy/process changes and their impact on quality\n* Analysis and application of process changes due to product and part modifications\n* Development and production of products, including risk management\n* Understanding of product and part analysis processes and tools",
+      "<Quality>/<Quality Assurance>/<Product Recognition>\n\nRequirements Knowledge: Development process for hardware products, project risk and quality management, hardware verification and reliability, experimental methods and tools. Understanding of failure mode and effects analysis (FMEA) and design of experiments (DOE).\n\nRequirements Skills: Test planning and design, analytical skills and new evaluation methods development. Comparison of field failures with design failures. Understanding of FMEA and DOE tools. Reliability design and analysis.\n\nRequirements Experience: Recognition test planning and execution. Analysis of test results. Comparison with competitors and interpretation. Experience in product/component development or quality control.",
+      "<Quality>/<Quality Engineering>/<Eco Friendly Management>\n\nRequirements:\n\n* Environmental engineering/chemical engineering/materials engineering knowledge\n* Product environmental regulation law, toxicity/hazard assessment\n* Life Cycle Assessment\n* Design and development of environmentally friendly processes and systems\n* Construction and operation of systems and IT management skills\n* Collection and analysis of information related to hazardous materials\n* Collaboration with partner companies for assessment and guidance\n\nExperience:\n\n* Environmental design and product environmental assessment\n* Global environmental regulation acquisition/guide development\n* Improvement of hazardous material management IT systems and operations\n* Collaboration with partner companies for environmental assessment and guidance support.",
+      "<Quality>/<Quality Assurance>/<Product/UX Evaluation>\n\nRequirements:\n\n* Product UX and key features/functions, and basic operation principles.\n* Customer usage environment and pattern information.\n* Customer-oriented evaluation and analysis techniques.\n* Trends in customer-centric evaluation and analysis methods.\n\nTechnical Requirements:\n\n* Product/UX evaluation skills.\n* Customer survey planning skills.\n* Statistical analysis skills.\n\nExperience Requirements:\n\n* Product/UX evaluation tests.\n* Practical evaluation methods development.\n* Consumer agency evaluation information acquisition channel management.\n* Customer-oriented emotional evaluation planning/analysis.\n* Product improvement measures evaluation.",
+      "<Quality>/<Quality Engineering>/<TRIZ Creative Problem Solving>\n\nRequired Knowledge: TRIZ concepts and theories, patent analysis, Design Thinking.\n\nRequired Skills: Problem analysis and redefinition ability, improvement plan development and priority setting, TRIZ teaching and coaching skills, communication and facilitation.\n\nRequired Experience: Product improvement (part reduction, cost reduction, function improvement), production line improvement (defect reduction, equipment improvement), new product concept development. TRIZ education and training, task coaching.",
+      "<Quality>/<Quality Assurance>/<Quality Assurance System for Ex-Factory Products>\n\n1. Understanding of the entire QA system, including set-up, BP cases, and product inspection/testing methods.\n2. Practical understanding of product inspection/testing methods, including types, methods, conditions, and judgments.\n3. Understanding of the operating principles and quality management points of the products.\n4. Understanding of the export product quality guarantee system.\n5. Sampling inspection and reliability quality management.\n6. Development of inspection/testing methods and procedures.\n7. Analysis of market/customer complaints and issues.\n8. Evaluation of the effectiveness of the inspection system.\n9. Line audit skills.\n10. Practical experience in managing and operating the export product quality guarantee system.\n11. Analysis and management of quality information (including detailed situation, root cause analysis, etc.).\n12. Construction and improvement of the export product quality guarantee system.\n13. Inspection and improvement activities of the export product quality guarantee system.",
+      "<Procurement>/<Development Purchase>/<Standardization/Commonization>\nRequired Knowledge: Status of parts usage. Parts approval process. Understanding of parts characteristics and specs. Understanding of parts trends and technology trends.\nRequired Skills: Parts development process. Parts characteristic technology. Parts certification technology.\nRequired Experience: Parts development. Confirmation and request for approval of parts approval samples. Company-wide parts cost reduction activities.\nTasks Performed: Creation of best practices for parts integration. Possession of parts replacement technology. Consulting for parts standardization and commonization. Possession of technical skills for key parts. Leading parts development tasks. Performing parts approval tasks. Leading standardization and commonization in conjunction with other departments. Understanding parts drawings and proposing application of other parts. Proposing replacement parts through analysis of mass production model functions. Operating standardization and commonization committees.",
+      "<Quality>/<Quality Engineering>/<Quality Big Data Analysis>\n\nRequirements:\n\n* Basic statistics theory.\n* Understanding of data structures.\n* Knowledge of big data analysis and methods.\n* Proficiency in analysis tools (R, Python, SQL, etc.).\n* Skill in data collection/preprocessing/storage.\n* Skill in data analysis/visualization/modeling.\n* Project management skills.\n\nRequirements Experience:\n\n* Experience in quality data analysis tasks.\n* Experience in using big data to improve problems and tasks.\n* Experience in big data-related education and training.",
+      "<Quality>/<Quality Strategy>/<Quality Planning>\n\nUnderstanding:\n\n* Quality vision/strategy\n* Quality management (QM)\n* Quality chain, TRM/PRM\n* Quality policies/indicators/job standards/systems\n\nTechnical Skills:\n\n* Overall and leading quality strategy ability\n* Systematic and critical analysis of quality information\n* Risk management (problem-solving and specific plan-making capabilities)\n* Utilization of systems and human networking\n\nWork Experience:\n\n* Quality strategy formulation (mid-term, short-term)\n* Quality management standard establishment/operation (goals, meetings, etc.)\n* Quality situation monitoring and weak point improvement leading (development, market, distribution, customer satisfaction)\n* Quality system inspection/improvement and horizontal development.",
+      "<Quality>/<Quality Strategy>/<Quality Assurance System Diagnosis>\n\nRequirements:\n\n* Understanding of QA system and ILO quality inspection system (types, methods, criteria, etc.)\n* Understanding of the entire quality process, including product-specific Global One Quality System\n* Consulting skills for QA system and ILO quality inspection system\n* Statistical analysis and quality management skills\n* Ability to assess QC process (management plan) and major process control points\n* Ability to assess the suitability of 4M (man, machine, material, and method) conditions for process control\n\nRequirements Experience:\n\n* Practical experience in diagnosing and solving problems in QA systems\n* Experience in managing and overseeing quality assurance activities for parts/products\n* Experience in analyzing and managing quality information (detailed situation awareness, root cause analysis, etc.)\n* Experience in quality assessment and diagnosis for business units, overseas branches, collaborative companies, and outsourcing companies.",
+      "<Quality>/<Quality Strategy>/<Quality Process Management>\n\nRequirements:\n\n* Understanding of quality vision/strategy/policy.\n* Knowledge of the company's development/manufacturing quality process (related systems).\n* Understanding of the interrelationship between quality processes and other departments.\n* Familiarity with international quality systems (ISO9001, IATF16949, VDA6.3, BIQS, CSR, etc.).\n\nTechnical Requirements:\n\n* Definition and modeling/optimization of quality processes.\n* Systematic analysis of quality activities in development/manufacturing.\n* Improvement of quality process issues.\n* Statistical quality and process management.\n* Communication skills for problem-solving.\n\nExperience Requirements:\n\n* Planning of new/changed processes and systems (analysis/design).\n* Improvement of development/manufacturing quality processes and monitoring.\n* Identification and improvement of issues in the ILO quality assurance system.\n* Guidance/support for quality process assessment/judgment (inspection/diagnosis).\n* Automotive quality system diagnosis and response.",
+      "<Procurement>/<Co-growth>/<Supplier Management>\nRequired Knowledge: Explanation of SRM. Supplier selection process and evaluation criteria. Use of PU-SMS system. Supplier evaluation criteria.\nRequired Skills: Evaluation skills. Supplier operation strategy. Operation of supplier incentives & penalties.\nRequired Experience: Collection of supplier evaluation data. Securing evaluation-related data from quality-related departments. Establishment of supplier operation strategy. Execution of regular supplier cooperation events.\nJob Duties: Establish partnerships with suppliers and carry out strategic tasks. Establish a global operation strategy for suppliers. Lead supplier innovation and create supplier best practices. Understand the cost structure mechanism of suppliers. Analyze the financial status of suppliers to prevent risks such as bankruptcy in advance. Guide new suppliers through the registration process. Complete the overall cost structure table.",
+      "<Procurement>/<Co-growth>/<Collaborative Technical Support>\nRequired Knowledge: Engineering understanding of plastics and metals. Structure and operation of molds. Mechanical engineering and facility automation. Surface treatment.\nRequired Skills: Injection molding and sheet metal processing skills. Paint and foreign matter management. Welding and joining. Automation technology.\nRequired Experience: Collaborative technical/process troubleshooting. Collaborative mold production. Collaborative injection, sheet metal, painting, foreign matter, joining, cutting processing, facility management.\nTasks: Propose advanced new technologies/methods and apply them to collaborative products. Analyze and optimize the quality/productivity of the collaborative manufacturing process. Establish and implement a collaborative technical support plan. Collaborative injection, sheet metal, painting, foreign matter, joining, cutting processing, facility management.",
+      "<Procurement>/<Strategic purchase>/<Discovery of Collaborating Companies>\nRequired Knowledge: Information on collaborating companies (technical skills, quality, production, financial information). Registration process and system utilization of collaborating companies. TQRDCM evaluation tool. Supply Chain Management.\nRequired Skills: Interview/evaluation skills. Computer skills. Language proficiency.\nRequired Experience: Factory audits through visits to collaborating companies. Collection and registration of potential companies and approval. China Sourcing Task. Booth setup at parts exhibition.\nTasks to be performed: Determine the eligibility of collaborating companies. Lead global sourcing. Optimize the registration process and system of collaborating companies. Guide to the registration system of collaborating companies. Understand the new collaborating companies' business, production, technology, quality, and financial status (TQRDCM evaluation). Register alternative collaborating companies in case of risk with existing ones.",
+      "<Procurement>/<Strategic purchase>/<Negotiation>\nRequired Knowledge: Understanding of parts market trends and technology trends. Negotiation skills. Subcontracting law (domestic). Quality management rules. Trade terms, trade practices.\nRequired Skills: Negotiation skills. Parts technology. Relationship building skills.\nRequired Experience: Understanding of partner information. Utilization of parts demand and multiple traders. Establishment of partner meeting plans. Preparation of alternatives in case of negotiation breakdown. Diversification of sourcing. Arrangement of trade terms including price.\nTasks Performed: Negotiate by integrating the volume of affiliates. Lead global integrated purchases and create best practices for integrated purchases. Maintain stable relationships through long-term trust building. Act as a negotiation expert training instructor. Have extensive knowledge of trade-related laws and legally respond when issues arise. Prepare alternatives in case of negotiation breakdown."
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