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Supporting Arctic Backend Provider & Orderbook, Tick Data Example (#744)
* change weight_decay & batchsize * del weight_decay * big weight_decay * mid weight_decay * small layer * 2 layer * full layer * no weight decay * divide into two data source * change parse field * delete some debug * add Toperator * new format of arctic * fix cache bug to arctic read * fix connection problem * add some operator * final version for arcitc * clear HZ cache * remove not used function * add topswrappers * successfully import data and run first test * A simpler version to support arctic * Successfully run all high-freq expressions * Black format and fix add docs * Add docs for download and test data * update scripts and docs * Add docs * fix bug * Refine docs * fix test bug * fix CI error * clean code Co-authored-by: bxdd <bxddream@gmail.com> Co-authored-by: wangwenxi.handsome <wangwenxi.handsome@gmail.com> Co-authored-by: Young <afe.young@gmail.com>
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README.md
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README.md
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Recent released features
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| Feature | Status |
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| -- | ------ |
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| Meta-Learning-based framework & DDG-DA | [Released](https://github.com/microsoft/qlib/pull/743) on Jan 10, 2022 |
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| Planning-based portfolio optimization | [Released](https://github.com/microsoft/qlib/pull/754) on Dec 28, 2021 |
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| Release Qlib v0.8.0 | [Released](https://github.com/microsoft/qlib/releases/tag/v0.8.0) on Dec 8, 2021 |
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| ADD model | [Released](https://github.com/microsoft/qlib/pull/704) on Nov 22, 2021 |
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| ADARNN model | [Released](https://github.com/microsoft/qlib/pull/689) on Nov 14, 2021 |
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| TCN model | [Released](https://github.com/microsoft/qlib/pull/668) on Nov 4, 2021 |
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| Nested Decision Framework | [Released](https://github.com/microsoft/qlib/pull/438) on Oct 1, 2021. [Example](https://github.com/microsoft/qlib/blob/main/examples/nested_decision_execution/workflow.py) and [Doc](https://qlib.readthedocs.io/en/latest/component/highfreq.html) |
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|Temporal Routing Adaptor (TRA) | [Released](https://github.com/microsoft/qlib/pull/531) on July 30, 2021 |
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| Transformer & Localformer | [Released](https://github.com/microsoft/qlib/pull/508) on July 22, 2021 |
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| Release Qlib v0.7.0 | [Released](https://github.com/microsoft/qlib/releases/tag/v0.7.0) on July 12, 2021 |
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| TCTS Model | [Released](https://github.com/microsoft/qlib/pull/491) on July 1, 2021 |
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| Online serving and automatic model rolling | :star: [Released](https://github.com/microsoft/qlib/pull/290) on May 17, 2021 |
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| DoubleEnsemble Model | [Released](https://github.com/microsoft/qlib/pull/286) on Mar 2, 2021 |
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| High-frequency data processing example | [Released](https://github.com/microsoft/qlib/pull/257) on Feb 5, 2021 |
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| High-frequency trading example | [Part of code released](https://github.com/microsoft/qlib/pull/227) on Jan 28, 2021 |
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| High-frequency data(1min) | [Released](https://github.com/microsoft/qlib/pull/221) on Jan 27, 2021 |
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| Tabnet Model | [Released](https://github.com/microsoft/qlib/pull/205) on Jan 22, 2021 |
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| Arctic Provider Backend & Orderbook data example | :hammer: [Rleased](https://github.com/microsoft/qlib/pull/744) on Jan 17, 2022 |
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| Meta-Learning-based framework & DDG-DA | :chart_with_upwards_trend: :hammer: [Released](https://github.com/microsoft/qlib/pull/743) on Jan 10, 2022 |
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| Planning-based portfolio optimization | :hammer: [Released](https://github.com/microsoft/qlib/pull/754) on Dec 28, 2021 |
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| Release Qlib v0.8.0 | :octocat: [Released](https://github.com/microsoft/qlib/releases/tag/v0.8.0) on Dec 8, 2021 |
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| ADD model | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/704) on Nov 22, 2021 |
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| ADARNN model | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/689) on Nov 14, 2021 |
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| TCN model | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/668) on Nov 4, 2021 |
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| Nested Decision Framework | :hammer: [Released](https://github.com/microsoft/qlib/pull/438) on Oct 1, 2021. [Example](https://github.com/microsoft/qlib/blob/main/examples/nested_decision_execution/workflow.py) and [Doc](https://qlib.readthedocs.io/en/latest/component/highfreq.html) |
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| Temporal Routing Adaptor (TRA) | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/531) on July 30, 2021 |
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| Transformer & Localformer | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/508) on July 22, 2021 |
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| Release Qlib v0.7.0 | :octocat: [Released](https://github.com/microsoft/qlib/releases/tag/v0.7.0) on July 12, 2021 |
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| TCTS Model | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/491) on July 1, 2021 |
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| Online serving and automatic model rolling | :hammer: [Released](https://github.com/microsoft/qlib/pull/290) on May 17, 2021 |
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| DoubleEnsemble Model | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/286) on Mar 2, 2021 |
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| High-frequency data processing example | :hammer: [Released](https://github.com/microsoft/qlib/pull/257) on Feb 5, 2021 |
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| High-frequency trading example | :chart_with_upwards_trend: [Part of code released](https://github.com/microsoft/qlib/pull/227) on Jan 28, 2021 |
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| High-frequency data(1min) | :rice: [Released](https://github.com/microsoft/qlib/pull/221) on Jan 27, 2021 |
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| Tabnet Model | :chart_with_upwards_trend: [Released](https://github.com/microsoft/qlib/pull/205) on Jan 22, 2021 |
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Features released before 2021 are not listed here.
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@@ -72,7 +73,6 @@ Your feedbacks about the features are very important.
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| Feature | Status |
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| -- | ------ |
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| Point-in-Time database | Under review: https://github.com/microsoft/qlib/pull/343 |
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| Orderbook database | Under review: https://github.com/microsoft/qlib/pull/744 |
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# Framework of Qlib
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