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Update 20200705-tfx-ir.md
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rfcs/20200705-tfx-ir.md

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## 1. Objective
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This RFC documents the data model that supports the TFX DSL
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[semantics](https://github.com/tensorflow/community/blob/master/rfcs/20200601-tfx-uDSL-semantics.md).
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[semantics](https://github.com/tensorflow/community/blob/master/rfcs/20200601-tfx-udsl-semantics.md).
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It also introduces the TFX DSL intermediate representation (IR) and the workflow
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based on that. The IR is the bridge between the DSL and its orchestration /
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execution on all supported platforms and the workflow is the procedure that all
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model when reading and writing ML metadata.
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The importance of the data model was further amplified with the proposal of the
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[advanced DSL semantics](https://github.com/tensorflow/community/blob/master/rfcs/20200601-tfx-TFX DSL-semantics.md),
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[advanced DSL semantics](https://github.com/tensorflow/community/blob/master/rfcs/20200601-tfx-udsl-semantics.md),
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in which the concept of synchronous versus asynchronous execution pipelines and
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synchronous versus asynchronous data pipelines was formalized. It is also in
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this proposal that asynchronous execution pipelines are considered to be the
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pipelines are good enough. It is also useful even in the context of asynchronous
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execution pipelines, where data synchronization is required. A good example will
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be the
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[sub-pipeline](https://github.com/tensorflow/community/blob/master/rfcs/20200601-tfx-TFX DSL-semantics.md?#sub-pipeline)
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[sub-pipeline](https://github.com/tensorflow/community/blob/master/rfcs/20200601-tfx-udsl-semantics.md?#sub-pipeline)
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idea.
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Thus, it is highly desired to have a uniform data model that is consistent
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The design will be introduced in three sections:
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- Section [3.1](#data-model) describes how a TFX pipeline execution will be
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- Section [3.1](#31-data-model) describes how a TFX pipeline execution will be
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represented in MLMD database (a.k.a., the end result of a pipeline
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execution).
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- Section [3.2](#intermediate-representation-ir) describes a specification of
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- Section [3.2](#32-intermediate-representation-ir) describes a specification of
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a TFX pipeline.
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- Section [3.3](#workflows-scenarios-and-examples) describes how the detailed
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- Section [3.3](#33-workflows-scenarios-and-examples) describes how the detailed
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workflow given a specification of a pipeline and how that works for
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different semantics.
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