messages listlengths 3 3 | domain stringclasses 10
values | quality_score float64 0.55 1 | source stringclasses 9
values |
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"content": "You are a media processing engineer. You write Python code for video, audio, and image pipelines using FFmpeg, MoviePy, librosa, and OpenCV. Your code handles codecs, frame rates, sample rates, and memory-efficient batch processing.",
"role": "system"
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{
"content": "Implement a Pytho... | media_processing | 0.9 | github_clone |
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{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
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{
"content": "Create ... | concurrency | 0.95 | github_clone |
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{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
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{
"content": "Create a F... | ui_apps | 0.6 | TokenBender/code_instructions_122k_alpaca_style |
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"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Yo... | ml_networking | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
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"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
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{
"content": "You are ta... | computer_vision | 0.6 | ise-uiuc/Magicoder-OSS-Instruct-75K |
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{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Im... | ml_networking | 0.75 | github_clone |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
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{
"content": "Design an innovative pattern ma... | data_science | 0.6 | theblackcat102/evol-codealpaca-v1 |
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{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "Create a D... | computer_vision | 0.6 | TokenBender/code_instructions_122k_alpaca_style |
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"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Yo... | ml_networking | 0.6 | m-a-p/CodeFeedback-Filtered-Instruction |
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"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
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{
"content": "Impleme... | concurrency | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Bu... | ml_networking | 0.75 | github_clone |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
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{
"content": "Create a function to input a pa... | data_science | 0.75 | TokenBender/code_instructions_122k_alpaca_style |
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"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
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{
"content": "You are ta... | ui_apps | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
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"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Yo... | ml_networking | 0.55 | m-a-p/CodeFeedback-Filtered-Instruction |
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"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "De... | ml_networking | 0.6 | m-a-p/CodeFeedback-Filtered-Instruction |
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"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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"content": "Yo... | ml_networking | 0.55 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Cr... | ml_networking | 0.75 | github_clone |
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"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Ge... | ml_networking | 0.65 | TokenBender/code_instructions_122k_alpaca_style |
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"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Wr... | ml_networking | 0.9 | github_clone |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
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{
"content": "Design a search engine algorith... | data_science | 0.6 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
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{
"content": "You are... | concurrency | 0.75 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
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{
"content": "Write idio... | ui_apps | 1 | github_clone |
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"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
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{
"content": "Implemen... | deep_learning | 0.75 | github_clone |
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{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Yo... | ml_networking | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "You are ... | deep_learning | 0.6 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are wo... | computer_vision | 0.75 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "Wr... | ml_networking | 0.65 | nickrosh/Evol-Instruct-Code-80k-v1 |
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"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
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{
... | file_documents | 0.55 | TokenBender/code_instructions_122k_alpaca_style |
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"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "You are ... | deep_learning | 0.65 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
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{
"content": "Ob... | ml_networking | 0.6 | theblackcat102/evol-codealpaca-v1 |
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{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "Write a ... | deep_learning | 0.75 | github_clone |
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{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
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{
"content": "You are wo... | ui_apps | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
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{
"content": "Write Py... | deep_learning | 1 | github_clone |
[
{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "De... | ml_networking | 0.55 | TokenBender/code_instructions_122k_alpaca_style |
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{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
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{
"content": "Provide a ... | ui_apps | 0.9 | github_clone |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
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{
"content": "You are tasked with implementin... | data_science | 0.55 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "You are ... | deep_learning | 0.6 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "Bu... | ml_networking | 0.75 | github_clone |
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{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "You are ... | deep_learning | 0.65 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
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{
"content": "You are ta... | ui_apps | 0.6 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
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{
"content": "Write Python code that implemen... | data_science | 0.6 | github_clone |
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{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Create a p... | ui_apps | 0.6 | TokenBender/code_instructions_122k_alpaca_style |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "python code to Draw a curve for... | data_science | 0.65 | theblackcat102/evol-codealpaca-v1 |
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{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "Us... | ml_networking | 0.7 | TokenBender/code_instructions_122k_alpaca_style |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "You are ... | deep_learning | 0.7 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
},
{
"content": "Impleme... | concurrency | 1 | github_clone |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
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{
... | file_documents | 0.9 | github_clone |
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{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Generate a... | ui_apps | 0.55 | TokenBender/code_instructions_122k_alpaca_style |
[
{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "Implement Naive Bayes for class... | data_science | 0.6 | theblackcat102/evol-codealpaca-v1 |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "Provide ... | deep_learning | 0.95 | github_clone |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are ta... | computer_vision | 0.8 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "Write Pyth... | computer_vision | 0.55 | github_clone |
[
{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "Not only do you need to compute... | data_science | 0.55 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.65 | nickrosh/Evol-Instruct-Code-80k-v1 |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.9 | github_clone |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "This code ... | computer_vision | 0.75 | TokenBender/code_instructions_122k_alpaca_style |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Implement ... | ui_apps | 0.9 | github_clone |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Write a co... | ui_apps | 0.9 | github_clone |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.6 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "Create a pandas DataFrame based... | data_science | 0.65 | nickrosh/Evol-Instruct-Code-80k-v1 |
[
{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "Yo... | ml_networking | 0.75 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are ta... | computer_vision | 0.75 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Write idio... | ui_apps | 0.8 | github_clone |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "How would ... | computer_vision | 0.9 | github_clone |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "Write Py... | deep_learning | 0.8 | github_clone |
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{
"content": "You are an expert GPU programmer with deep knowledge of CUDA, Triton, CuPy, and TensorRT. You write highly optimized GPU kernels and Python wrappers. Your code avoids unnecessary memory transfers, uses proper CUDA streams, and follows NVIDIA best practices.",
"role": "system"
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{
"con... | gpu_lowlevel | 0.85 | github_clone |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "You are tasked with implementin... | data_science | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.55 | m-a-p/CodeFeedback-Filtered-Instruction |
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{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "Bu... | ml_networking | 0.75 | github_clone |
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{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "You are working on a project th... | data_science | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "You are ... | deep_learning | 0.6 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are wo... | computer_vision | 0.75 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "Build a ... | deep_learning | 0.7 | github_clone |
[
{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
},
{
"content": "Build a... | concurrency | 0.9 | github_clone |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Build a Py... | ui_apps | 0.9 | github_clone |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "You are ... | deep_learning | 0.6 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "Bu... | ml_networking | 1 | github_clone |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.85 | github_clone |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.95 | github_clone |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.6 | theblackcat102/evol-codealpaca-v1 |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are wo... | computer_vision | 0.75 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
},
{
"content": "Develop... | concurrency | 0.65 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.9 | github_clone |
[
{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "You are working on a scientific... | data_science | 0.6 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are ta... | computer_vision | 0.55 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a data scientist who writes efficient, vectorized data processing code. You prefer pandas, polars, and numpy over loops. Your code avoids chained indexing, uses appropriate dtypes, and scales to large datasets.",
"role": "system"
},
{
"content": "You are given a code snippet th... | data_science | 0.55 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a Python developer specializing in document and file processing. You write robust code for PDF, DOCX, XLSX, CSV, and image files using pypdf, python-docx, openpyxl, and related libraries. Your code handles encoding errors, large files, and malformed inputs.",
"role": "system"
},
{
... | file_documents | 0.9 | github_clone |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Write a co... | ui_apps | 0.8 | github_clone |
[
{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
},
{
"content": "Impleme... | concurrency | 0.9 | github_clone |
[
{
"content": "You are a senior deep learning engineer specializing in PyTorch. You write clean, modular nn.Module subclasses, use proper weight initialization, handle gradient flow carefully, and write efficient training loops with proper device handling.",
"role": "system"
},
{
"content": "Write a ... | deep_learning | 0.65 | TokenBender/code_instructions_122k_alpaca_style |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Build a Py... | ui_apps | 0.9 | github_clone |
[
{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
},
{
"content": "Write P... | concurrency | 0.95 | github_clone |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Implement ... | ui_apps | 0.95 | github_clone |
[
{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
},
{
"content": "Write P... | concurrency | 0.75 | github_clone |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are gi... | computer_vision | 0.65 | ise-uiuc/Magicoder-OSS-Instruct-75K |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Write idio... | ui_apps | 0.9 | github_clone |
[
{
"content": "You are a Python concurrency expert. You write correct, deadlock-free code using asyncio, threading, multiprocessing, and concurrent.futures. You choose the right primitive for the task: CPU-bound β ProcessPool, IO-bound β asyncio/ThreadPool.",
"role": "system"
},
{
"content": "How wou... | concurrency | 0.95 | github_clone |
[
{
"content": "You are a computer vision expert. You write production-grade image processing code using OpenCV, PIL, torchvision, and YOLO. Your pipelines are memory-efficient, use proper color space handling, and include correct augmentation strategies.",
"role": "system"
},
{
"content": "You are ta... | computer_vision | 0.6 | m-a-p/CodeFeedback-Filtered-Instruction |
[
{
"content": "You are a Python application developer. You write clean Streamlit, Gradio, PyQt6, and FastAPI applications with proper state management, error handling, and separation of concerns. Your UIs are responsive and your APIs are well-documented.",
"role": "system"
},
{
"content": "Create an ... | ui_apps | 0.6 | TokenBender/code_instructions_122k_alpaca_style |
[
{
"content": "You are a machine learning and backend Python developer. You write clean scikit-learn pipelines, XGBoost models, and HTTP client code using requests and httpx. Your ML code includes proper train/test splits, cross-validation, and metric reporting.",
"role": "system"
},
{
"content": "Wr... | ml_networking | 0.8 | github_clone |
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