Inital Commit

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+# Audio files - uncompressed
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README.md

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+---
+annotations_creators:
+  - no-annotation
+language_creators:
+  - crowdsourced
+license:
+  - cc-by-sa-3.0
+task_categories:
+  - text-generation
+  - fill-mask
+task_ids:
+  - language-modeling
+  - masked-language-modeling
+source_datasets:
+  - original
+language:
+  - en
+configs:
+  - config_name: default
+    data_files:
+    - split: articles
+      path: data/dev_files.jsonl
+    - split: index
+      path: data/dev_index.json
+pretty_name: Devopedia
+---
+
+# Dataset Card for Devopedia
+
+<!-- TODO: Waifu-->
+
+*Waifu to catch your attention.*
+
+### Dataset Description
+
+*Devopedia* is a **~1.15 M** Tokens (llama-2-7b-chat-tokenizer) / **~999.32K** Tokens (RWKV Tokenizer) scrape of [Devopedia](https://devopedia.org/).
+It serves as a training resource for large language models and other NLP tasks. 
+This card details the dataset's origin, content, and limitations.
+
+
+- **Curated by:** KaraKaraWitch
+- **Funded by [optional]:** Recursal.ai (I work there lol)
+- **Shared by [optional]:** KaraKaraWitch
+- **Language(s) (NLP):** English
+- **License:** cc-by-sa-4.0
+
+Devopedia was created under time constraints for the release of [EagleX v1](https://huggingface.co/recursal/EagleX_1-7T_HF), and may contain biases in selection.  
+
+### Supported Tasks and Leaderboards
+
+Primarily used for language modeling.
+
+### Languages
+
+While the dataset is focused on English. Keep in mind there are other languages as well.
+
+### Processing and Filtering
+
+We scraped the Devopedia for a list of articles. Writing them to a compiled file `dev_index.json`. Before scraping individual article for its page contents.
+
+The article contents are then selected by sections. Each section is converted to Markdown. Including the appropriate title. No filtering was done over the dataset.
+
+### Data Instances
+
+Refer to the following sample:
+
+```json
+{
+    "text": "# Hypothesis Testing and Types of Errors\n\n## Summary\n\n\nSuppose we want to study income of a population. We study a sample from the population and draw conclusions. The sample should represent the population for our study to be a reliable one.\n\n**Null hypothesis** \\((H\\_0)\\) is that sample represents population. Hypothesis testing provides us with framework to conclude if we have sufficient evidence to either accept or reject null hypothesis. \n\nPopulation characteristics are either assumed or drawn from third-party sources or judgements by subject matter experts. Population data and sample data are characterised by moments of its distribution (mean, variance, skewness and kurtosis). We test null hypothesis for equality of moments where population characteristic is available and conclude if sample represents population.\n\nFor example, given only mean income of population, <TRUNCATED...>"
+}
+```
+
+### Data Keys
+
+Each json line is a dictionary with a `text` str.
+
+### Dataset Curators
+
+KaraKaraWitch. (I typically hang out in PygmalionAI discord, sometimes EleutherAI. If something is wrong, `@karakarawitch` on discord.)
+
+I'd be happy if you could spread the word and recommend this dataset.
+
+### Licensing Information
+
+Devopedia lists their content as under CC-BY-SA.
+
+### Citation Information
+
+```
+@misc{Devopedia,
+  title         = {Devopedia},
+  author        = {KaraKaraWitch, recursal.ai},
+  year          = {2023},
+  howpublished  = {\url{https://huggingface.co/datasets/recursal/Devopedia}},
+}
+```

data/dev_index.json

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+[
+  "https://devopedia.org/hypothesis-testing-and-types-of-errors",
+  "https://devopedia.org/polygonal-modelling",
+  "https://devopedia.org/relation-extraction",
+  "https://devopedia.org/react-native",
+  "https://devopedia.org/web-of-things",
+  "https://devopedia.org/tensorflow",
+  "https://devopedia.org/wi-fi-calling",
+  "https://devopedia.org/design-thinking",
+  "https://devopedia.org/single-page-application",
+  "https://devopedia.org/document-object-model",
+  "https://devopedia.org/open-data",
+  "https://devopedia.org/remote-pair-programming",
+  "https://devopedia.org/continuous-integration",
+  "https://devopedia.org/grammar-and-spell-checker",
+  "https://devopedia.org/question-answering",
+  "https://devopedia.org/inter-service-communication-for-microservices",
+  "https://devopedia.org/technical-debt",
+  "https://devopedia.org/document-development-life-cycle",
+  "https://devopedia.org/dotdot",
+  "https://devopedia.org/bidirectional-rnn",
+  "https://devopedia.org/word-sense-disambiguation",
+  "https://devopedia.org/confusion-matrix",
+  "https://devopedia.org/neural-networks-for-nlp",
+  "https://devopedia.org/probabilistic-neural-network",
+  "https://devopedia.org/richardson-maturity-model",
+  "https://devopedia.org/leaky-abstractions",
+  "https://devopedia.org/grpc",
+  "https://devopedia.org/functional-programming",
+  "https://devopedia.org/web-storage",
+  "https://devopedia.org/arduino-programming",
+  "https://devopedia.org/entity-linking",
+  "https://devopedia.org/non-destructive-testing",
+  "https://devopedia.org/css-specificity",
+  "https://devopedia.org/naming-conventions",
+  "https://devopedia.org/search-engine-optimization",
+  "https://devopedia.org/word-embedding",
+  "https://devopedia.org/open-source-hardware",
+  "https://devopedia.org/slim-framework",
+  "https://devopedia.org/information-security-principles",
+  "https://devopedia.org/apache-spark",
+  "https://devopedia.org/profiling-python-code",
+  "https://devopedia.org/transformer-neural-network-architecture",
+  "https://devopedia.org/microservices-observability",
+  "https://devopedia.org/end-to-end-principle",
+  "https://devopedia.org/redis-streams",
+  "https://devopedia.org/machine-learning-model",
+  "https://devopedia.org/mioty",
+  "https://devopedia.org/css-selectors",
+  "https://devopedia.org/tools-to-manage-technical-debt",
+  "https://devopedia.org/apache-beam",
+  "https://devopedia.org/packet-forwarding-control-protocol",
+  "https://devopedia.org/cap-theorem",
+  "https://devopedia.org/microservices",
+  "https://devopedia.org/promises",
+  "https://devopedia.org/javascript",
+  "https://devopedia.org/5g-core-restful-apis",
+  "https://devopedia.org/cryptography",
+  "https://devopedia.org/xamarin",
+  "https://devopedia.org/natural-language-toolkit",
+  "https://devopedia.org/5g-nr-phy",
+  "https://devopedia.org/ethical-ai",
+  "https://devopedia.org/wi-fi",
+  "https://devopedia.org/web-exploitation",
+  "https://devopedia.org/typescript",
+  "https://devopedia.org/probability-for-data-scientists",
+  "https://devopedia.org/deadlock",
+  "https://devopedia.org/5g-ue-data-rate",
+  "https://devopedia.org/quantum-computing",
+  "https://devopedia.org/python-2-vs-3",
+  "https://devopedia.org/gradle",
+  "https://devopedia.org/mongodb",
+  "https://devopedia.org/language-modelling",
+  "https://devopedia.org/github",
+  "https://devopedia.org/android-things",
+  "https://devopedia.org/telegram-splitting-ultra-narrow-band",
+  "https://devopedia.org/semantic-role-labelling",
+  "https://devopedia.org/python",
+  "https://devopedia.org/nb-iot",
+  "https://devopedia.org/5g-ecosystem",
+  "https://devopedia.org/apache-kafka",
+  "https://devopedia.org/dark-data",
+  "https://devopedia.org/5g-technology",
+  "https://devopedia.org/web-font",
+  "https://devopedia.org/secure-shell",
+  "https://devopedia.org/natural-language-parsing",
+  "https://devopedia.org/magic-methods-in-python",
+  "https://devopedia.org/java-language",
+  "https://devopedia.org/border-gateway-protocol",
+  "https://devopedia.org/n-gram-model",
+  "https://devopedia.org/standard-library",
+  "https://devopedia.org/cryptocurrency",
+  "https://devopedia.org/iot-analytics",
+  "https://devopedia.org/text-summarization",
+  "https://devopedia.org/material-design",
+  "https://devopedia.org/web-components",
+  "https://devopedia.org/mongodb-sharding",
+  "https://devopedia.org/ohif-viewer",
+  "https://devopedia.org/dataflow-programming",
+  "https://devopedia.org/5g-nr-bandwidth-part",
+  "https://devopedia.org/devops",
+  "https://devopedia.org/fingerprinting-algorithms",
+  "https://devopedia.org/dpdk",
+  "https://devopedia.org/multicloud",
+  "https://devopedia.org/logistic-regression",
+  "https://devopedia.org/5g-nr-hybrid-arq",
+  "https://devopedia.org/css-box-model",
+  "https://devopedia.org/carrier-aggregation",
+  "https://devopedia.org/dependency-manager",
+  "https://devopedia.org/3d-modelling",
+  "https://devopedia.org/wi-fi-mac-layer",
+  "https://devopedia.org/openapi-specification",
+  "https://devopedia.org/wi-fi-performance-testing",
+  "https://devopedia.org/greedy-algorithms",
+  "https://devopedia.org/k-means-clustering",
+  "https://devopedia.org/metaprogramming",
+  "https://devopedia.org/real-user-monitoring",
+  "https://devopedia.org/github-actions",
+  "https://devopedia.org/control-and-user-plane-separation",
+  "https://devopedia.org/r-data-structures",
+  "https://devopedia.org/edge-computing",
+  "https://devopedia.org/python-distributions-and-packaging",
+  "https://devopedia.org/cross-validation",
+  "https://devopedia.org/pandas-dataframe-operations",
+  "https://devopedia.org/solid-design-principles",
+  "https://devopedia.org/linux",
+  "https://devopedia.org/progressive-web-applications",
+  "https://devopedia.org/structured-vs-unstructured-data",
+  "https://devopedia.org/roc-curve",
+  "https://devopedia.org/acid-transactions",
+  "https://devopedia.org/asynchronous-programming-in-python",
+  "https://devopedia.org/artificial-neural-network",
+  "https://devopedia.org/question-generation",
+  "https://devopedia.org/maximum-entropy-markov-model",
+  "https://devopedia.org/static-site-generators",
+  "https://devopedia.org/a-b-testing",
+  "https://devopedia.org/5g-nr-channels",
+  "https://devopedia.org/http-cookie",
+  "https://devopedia.org/xgboost",
+  "https://devopedia.org/tor-network",
+  "https://devopedia.org/accelerated-mobile-pages",
+  "https://devopedia.org/3gpp-release",
+  "https://devopedia.org/topic-modelling",
+  "https://devopedia.org/data-science",
+  "https://devopedia.org/regression-modelling",
+  "https://devopedia.org/dual-connectivity",
+  "https://devopedia.org/linux-signals",
+  "https://devopedia.org/bem-methodology",
+  "https://devopedia.org/tensor-processing-unit",
+  "https://devopedia.org/bias-variance-trade-off",
+  "https://devopedia.org/pandas",
+  "https://devopedia.org/secure-coding-with-python",
+  "https://devopedia.org/denial-of-service-attack",
+  "https://devopedia.org/kotlin-language",
+  "https://devopedia.org/r-plotting-systems",
+  "https://devopedia.org/dependency-injection",
+  "https://devopedia.org/container-orchestration",
+  "https://devopedia.org/5g-nr-transmission-time-interval",
+  "https://devopedia.org/pytorch",
+  "https://devopedia.org/java-modifiers",
+  "https://devopedia.org/semantic-web",
+  "https://devopedia.org/firebase",
+  "https://devopedia.org/pair-programming",
+  "https://devopedia.org/sentiment-analysis",
+  "https://devopedia.org/artificial-intelligence",
+  "https://devopedia.org/database-sharding",
+  "https://devopedia.org/attention-mechanism-in-neural-networks",
+  "https://devopedia.org/exploratory-data-analysis",
+  "https://devopedia.org/web-annotation",
+  "https://devopedia.org/css-design-patterns",
+  "https://devopedia.org/quantum-algorithm",
+  "https://devopedia.org/openwrt",
+  "https://devopedia.org/flask",
+  "https://devopedia.org/package-manager",
+  "https://devopedia.org/database-compression",
+  "https://devopedia.org/hoisting",
+  "https://devopedia.org/5g-nr-rlc",
+  "https://devopedia.org/constrained-application-protocol",
+  "https://devopedia.org/big-data",
+  "https://devopedia.org/daps-handover",
+  "https://devopedia.org/network-security",
+  "https://devopedia.org/pandas-data-structures",
+  "https://devopedia.org/stemming",
+  "https://devopedia.org/data-preparation",
+  "https://devopedia.org/domain-name-system",
+  "https://devopedia.org/r-language",
+  "https://devopedia.org/node-js",
+  "https://devopedia.org/design-thinking-for-requirements-engineering",
+  "https://devopedia.org/reinforcement-learning",
+  "https://devopedia.org/deep-packet-inspection",
+  "https://devopedia.org/augmented-reality",
+  "https://devopedia.org/software-architecture",
+  "https://devopedia.org/units-of-information",
+  "https://devopedia.org/long-short-term-memory",
+  "https://devopedia.org/text-corpus-for-nlp",
+  "https://devopedia.org/ansible",
+  "https://devopedia.org/mongodb-aggregation",
+  "https://devopedia.org/yeoman",
+  "https://devopedia.org/avionics-data-bus",
+  "https://devopedia.org/penetration-testing",
+  "https://devopedia.org/test-frameworks",
+  "https://devopedia.org/transpiler",
+  "https://devopedia.org/programming-concepts-for-beginners",
+  "https://devopedia.org/application-programming-interface",
+  "https://devopedia.org/docker",
+  "https://devopedia.org/iot-security-model",
+  "https://devopedia.org/python-descriptor",
+  "https://devopedia.org/lora",
+  "https://devopedia.org/google-kubernetes-engine",
+  "https://devopedia.org/cloud-computing",
+  "https://devopedia.org/joule-thief-circuit",
+  "https://devopedia.org/5g-nr-mac",
+  "https://devopedia.org/scratch-language",
+  "https://devopedia.org/arduino",
+  "https://devopedia.org/css-flexbox",
+  "https://devopedia.org/go-language",
+  "https://devopedia.org/low-power-wide-area-network",
+  "https://devopedia.org/text-normalization",
+  "https://devopedia.org/natural-language-generation",
+  "https://devopedia.org/log-level-per-request",
+  "https://devopedia.org/kubernetes",
+  "https://devopedia.org/object-oriented-programming-concepts",
+  "https://devopedia.org/captcha",
+  "https://devopedia.org/mongodb-view",
+  "https://devopedia.org/5g-nr-measurement-gaps",
+  "https://devopedia.org/software-as-a-service",
+  "https://devopedia.org/qubit",
+  "https://devopedia.org/javascript-to-typescript-migration",
+  "https://devopedia.org/aspect-based-opinion-mining",
+  "https://devopedia.org/graphql",
+  "https://devopedia.org/rust-language",
+  "https://devopedia.org/5g-nr-mac-pdu",
+  "https://devopedia.org/ransomware",
+  "https://devopedia.org/3d-printing",
+  "https://devopedia.org/code-refactoring",
+  "https://devopedia.org/content-management-system",
+  "https://devopedia.org/blockchain",
+  "https://devopedia.org/quic",
+  "https://devopedia.org/language-integrated-query",
+  "https://devopedia.org/python-oop",
+  "https://devopedia.org/vue-js",
+  "https://devopedia.org/raspberry-pi",
+  "https://devopedia.org/software-performance-testing",
+  "https://devopedia.org/concurrency-vs-parallelism",
+  "https://devopedia.org/container-security",
+  "https://devopedia.org/wi-fi-security",
+  "https://devopedia.org/xamarin-forms",
+  "https://devopedia.org/three-rs-of-security",
+  "https://devopedia.org/speech-synthesis-markup-language",
+  "https://devopedia.org/continuous-delivery",
+  "https://devopedia.org/principal-component-analysis",
+  "https://devopedia.org/latent-dirichlet-allocation",
+  "https://devopedia.org/internet-engineering-task-force",
+  "https://devopedia.org/cloud-native-5g-core",
+  "https://devopedia.org/types-of-mobile-apps",
+  "https://devopedia.org/levenshtein-distance",
+  "https://devopedia.org/binary-search",
+  "https://devopedia.org/webrtc",
+  "https://devopedia.org/ieee-802-11ax",
+  "https://devopedia.org/blockchain-consensus",
+  "https://devopedia.org/bad-requirements",
+  "https://devopedia.org/session-hijacking",
+  "https://devopedia.org/developing-ar-apps",
+  "https://devopedia.org/regular-expression",
+  "https://devopedia.org/part-of-speech-tagging",
+  "https://devopedia.org/containerization",
+  "https://devopedia.org/market-basket-analysis",
+  "https://devopedia.org/amazon-alexa",
+  "https://devopedia.org/ipsec",
+  "https://devopedia.org/aws-well-architected-framework",
+  "https://devopedia.org/o-ran",
+  "https://devopedia.org/information-retrieval",
+  "https://devopedia.org/deep-learning-frameworks",
+  "https://devopedia.org/5g-ue-rrc-states",
+  "https://devopedia.org/named-entity-recognition",
+  "https://devopedia.org/convention-over-configuration",
+  "https://devopedia.org/bloom-filter",
+  "https://devopedia.org/algorithmic-complexity",
+  "https://devopedia.org/programming-for-iot",
+  "https://devopedia.org/quadcopter",
+  "https://devopedia.org/duck-typing",
+  "https://devopedia.org/postel-s-law",
+  "https://devopedia.org/5g-spectrum",
+  "https://devopedia.org/semantic-versioning",
+  "https://devopedia.org/machine-learning",
+  "https://devopedia.org/iot-security",
+  "https://devopedia.org/user-experience",
+  "https://devopedia.org/owasp-zap",
+  "https://devopedia.org/shift-left",
+  "https://devopedia.org/question-similarity",
+  "https://devopedia.org/5g-new-radio",
+  "https://devopedia.org/aphelion-consensus-algorithm",
+  "https://devopedia.org/mobile-robot",
+  "https://devopedia.org/race-condition-software",
+  "https://devopedia.org/wrangle-language",
+  "https://devopedia.org/kerberos",
+  "https://devopedia.org/hybrid-arq",
+  "https://devopedia.org/dead-code",
+  "https://devopedia.org/li-fi",
+  "https://devopedia.org/optimizing-pandas",
+  "https://devopedia.org/factor-analysis",
+  "https://devopedia.org/functions-in-c-plus-plus",
+  "https://devopedia.org/data-structures",
+  "https://devopedia.org/linked-list-data-structure",
+  "https://devopedia.org/queue-data-structure",
+  "https://devopedia.org/design-patterns-for-microservices-and-containers",
+  "https://devopedia.org/code-reuse",
+  "https://devopedia.org/mongodb-query-optimization",
+  "https://devopedia.org/5g-nr-rlc-acknowledged-mode",
+  "https://devopedia.org/5g-nr-rlc-pdu",
+  "https://devopedia.org/css-units",
+  "https://devopedia.org/natural-language-understanding",
+  "https://devopedia.org/introspection-in-python",
+  "https://devopedia.org/python-data-structures",
+  "https://devopedia.org/creative-commons",
+  "https://devopedia.org/css-grid-layout",
+  "https://devopedia.org/cohesion-vs-coupling",
+  "https://devopedia.org/audio-feature-extraction",
+  "https://devopedia.org/data-loss-prevention",
+  "https://devopedia.org/supervised-vs-unsupervised-learning",
+  "https://devopedia.org/code-comments",
+  "https://devopedia.org/django",
+  "https://devopedia.org/netlify",
+  "https://devopedia.org/api-testing-tools",
+  "https://devopedia.org/mqtt",
+  "https://devopedia.org/3gpp",
+  "https://devopedia.org/iot-cloud-platforms",
+  "https://devopedia.org/xml",
+  "https://devopedia.org/text-classification",
+  "https://devopedia.org/typosquatting",
+  "https://devopedia.org/content-delivery-network",
+  "https://devopedia.org/machine-learning-in-python",
+  "https://devopedia.org/mock-testing",
+  "https://devopedia.org/data-serialization",
+  "https://devopedia.org/5g-nr-sdap",
+  "https://devopedia.org/cascading-style-sheets",
+  "https://devopedia.org/test-driven-development",
+  "https://devopedia.org/ieee-802-11ad",
+  "https://devopedia.org/tip-openwifi",
+  "https://devopedia.org/wi-fi-direct",
+  "https://devopedia.org/sql-injection",
+  "https://devopedia.org/5g-ue-measurements-and-reporting",
+  "https://devopedia.org/types-of-blockchains",
+  "https://devopedia.org/lemmatization",
+  "https://devopedia.org/5g-deployment-options",
+  "https://devopedia.org/react-hooks",
+  "https://devopedia.org/antivirus-software",
+  "https://devopedia.org/knowledge-distillation",
+  "https://devopedia.org/rest-api-to-graphql-migration",
+  "https://devopedia.org/regex-engines",
+  "https://devopedia.org/google-cloud-authentication",
+  "https://devopedia.org/natural-language-processing",
+  "https://devopedia.org/speech-recognition",
+  "https://devopedia.org/sqlite",
+  "https://devopedia.org/decision-trees-for-machine-learning",
+  "https://devopedia.org/backward-compatibility",
+  "https://devopedia.org/iot-alliances-and-consortiums",
+  "https://devopedia.org/go-kit",
+  "https://devopedia.org/time-series-analysis",
+  "https://devopedia.org/types-of-regression",
+  "https://devopedia.org/full-stack-developer",
+  "https://devopedia.org/ieee-802-11ac",
+  "https://devopedia.org/text-clustering",
+  "https://devopedia.org/json-web-token",
+  "https://devopedia.org/binary-exponential-backoff",
+  "https://devopedia.org/data-modelling-with-mongodb",
+  "https://devopedia.org/linear-regression",
+  "https://devopedia.org/naive-bayes-classifier",
+  "https://devopedia.org/5g-service-based-architecture",
+  "https://devopedia.org/byte-ordering",
+  "https://devopedia.org/risc-v-architecture",
+  "https://devopedia.org/5g-quality-of-service",
+  "https://devopedia.org/python-for-scientific-computing",
+  "https://devopedia.org/systems-programming",
+  "https://devopedia.org/mongodb-query-language",
+  "https://devopedia.org/sorting-algorithms",
+  "https://devopedia.org/c-plus-plus-inheritance",
+  "https://devopedia.org/http-2",
+  "https://devopedia.org/wordnet",
+  "https://devopedia.org/oauth",
+  "https://devopedia.org/imagenet",
+  "https://devopedia.org/domain-driven-design",
+  "https://devopedia.org/devops-metrics",
+  "https://devopedia.org/in-memory-database",
+  "https://devopedia.org/api-testing",
+  "https://devopedia.org/risc-v-instruction-sets",
+  "https://devopedia.org/multi-access-edge-computing",
+  "https://devopedia.org/pbx-hacking",
+  "https://devopedia.org/orthogonal-frequency-division-multiplexing",
+  "https://devopedia.org/tor-browser",
+  "https://devopedia.org/numpy",
+  "https://devopedia.org/chomsky-hierarchy",
+  "https://devopedia.org/decibel",
+  "https://devopedia.org/tlv-format",
+  "https://devopedia.org/siri",
+  "https://devopedia.org/hidden-markov-model",
+  "https://devopedia.org/cicada-principle",
+  "https://devopedia.org/word2vec",
+  "https://devopedia.org/bert-language-model",
+  "https://devopedia.org/requirements-development",
+  "https://devopedia.org/css-modules",
+  "https://devopedia.org/robot-framework",
+  "https://devopedia.org/chaos-engineering",
+  "https://devopedia.org/git-hooks",
+  "https://devopedia.org/apache-log4j",
+  "https://devopedia.org/local-area-network",
+  "https://devopedia.org/iot-operating-systems",
+  "https://devopedia.org/computer-vision",
+  "https://devopedia.org/log-aggregation",
+  "https://devopedia.org/express-js",
+  "https://devopedia.org/git"
+]

tools/devopedia.py

@@ -0,0 +1,106 @@
+# https://devopedia.org/site-map/list-articles?page=2&action=prev-page&tag=0&ajax=1
+import asyncio
+import pathlib
+
+import httpx
+import markdownify
+import orjson
+from bs4 import BeautifulSoup
+
+root = pathlib.Path(
+    "data"
+)
+root.mkdir(exist_ok=True, parents=True)
+
+
+class md_nolinks(markdownify.MarkdownConverter):
+    def convert_a(self, _, text, __):
+        _, _, text = markdownify.chomp(text)
+        if not text:
+            return ""
+        return text
+
+    def convert_img(self, el, text, convert_as_inline):
+        return ""
+
+
+md = md_nolinks()
+
+
+async def index():
+    session = httpx.AsyncClient()
+    session.headers["user-agent"] = (
+        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Safari/537.36"
+    )
+    if not (root / pathlib.Path("dev_index.json")).exists():
+        dev_urls = set()
+        for idx in range(0, 20):
+            c = await session.get(
+                f"https://devopedia.org/site-map/list-articles?page={idx}&action=next-page&tag=0&ajax=1"
+            )
+            soup = BeautifulSoup(c.content, "lxml")
+            for href in [
+                a["href"] for a in soup.select("div.dev-events div.uk-panel > div > a")
+            ]:
+                dev_urls.add(f"https://devopedia.org{href}")
+        (root / pathlib.Path("dev_index.json")).write_bytes(
+            orjson.dumps(list(dev_urls), option=orjson.OPT_INDENT_2)
+        )
+    else:
+        dev_urls = orjson.loads(pathlib.Path("dev_index.json").read_bytes())
+    final_content = []
+    for url in dev_urls:
+        c = await session.get(url, timeout=None)
+        soup = BeautifulSoup(c.text, "lxml")
+        main = soup.select_one("main div.article-middle")
+        print(url)
+        dev_content = []
+        if main:
+            h1 = soup.find("h1", attrs={"class": "uk-article-title"})
+            for section in main.select("section"):
+                [i.decompose() for i in section.find_all("figure")]
+                [
+                    i.decompose()
+                    for i in section.find_all("sup", attrs={"class": "inline-citation"})
+                ]
+                # print(section.get("id"))
+                if section.get("id") and "summary" in section.get("id").lower():
+                    fmt = f"## Summary\n\n{md.convert_soup(section).rstrip()}"
+                    dev_content.append(fmt)
+                if section.get("id") and "discussion" in section.get("id").lower():
+                    z = "## Discussion"
+                    for qa in section.find("ul", recursive=False).find_all(
+                        "li", recursive=False
+                    ):
+                        q = qa.find("article-question")
+                        a = qa.find("article-answer")
+                        fmt = f"### {q.get_text()}\n\n{md.convert_soup(a)}"
+                        z += f"\n\n{fmt}"
+                    dev_content.append(z)
+                if section.get("id") and "milestone" in section.get("id").lower():
+                    section.find("h2").decompose()
+                    fmt = f"\n\n## Milestones\n\n{md.convert_soup(section).strip()}"
+                    dev_content.append(fmt)
+            final_content.append(
+                orjson.dumps(
+                    {
+                        "text": f"# {h1.get_text()}\n\n"
+                        + ("\n\n".join(dev_content))
+                        .replace("\n\n\n", "\n\n")
+                        .replace("\n\n\n\n", "\n\n")
+                        .replace("\r\n", "\n")
+                        .replace("\t", "    "),
+                        "meta": {
+                            "title": h1.get_text(),
+                            "href": f"{url.split('/')[-1]}",
+                        },
+                    }
+                )
+            )
+        else:
+            raise Exception
+        pathlib.Path("dev_files.jsonl").write_bytes(b"\n".join(final_content))
+
+
+if __name__ == "__main__":
+    asyncio.run(index())