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| # builtin functions | |
| # graph is a builtin module exposed by the host environment | |
| # graph.nodes = {} | |
| # graph.edges = [] | |
| def node(name, operation, conf={}, predicate=None): | |
| """ | |
| :rtype: str the node name is returned | |
| :param name: string unique name of the node | |
| :param operation: string | (ctx, conf) -> any | |
| :param conf: object, the configuration for the operation | |
| :param predicate: （ctx, inputs) -> boolean, a predicate | |
| """ | |
| n = { | |
| "name": name, | |
| "operation": operation, | |
| "conf": conf, | |
| "predicate": predicate | |
| } | |
| message = "node {}".format(n) | |
| print(message) | |
| graph.nodes[name] = n | |
| return name | |
| # predicates | |
| # A predicate is of type (ctx, inputs) -> boolean | |
| def is_runnable(ctx, inputs): | |
| """ | |
| Whether a node is runnable | |
| :param ctx: the pipeline context | |
| :param inputs: the results of all dependency nodes | |
| """ | |
| # The first input is a FetchRanking node, and the result is a Ranking object. | |
| return inputs[0].size > 0 | |
| def edge(src, dst): | |
| message = "{} -> {}".format(src, dst) | |
| print(message) | |
| graph.edges.append((src, dst)) | |
| def sequence(*nodes): | |
| size = len(nodes) | |
| last = None | |
| for i in range(0, size): | |
| src = nodes[i] | |
| apply = node("{src}:apply".format(src=src), 'apply', None, is_runnable) | |
| edge(src, apply) | |
| last = apply | |
| if i < size - 1: | |
| dst = nodes[i + 1] | |
| edge(apply, "{}:apply".format(dst)) | |
| return last | |
| def before(source, *nodes): | |
| size = len(nodes) | |
| last = None | |
| for i in range(0, size): | |
| src = nodes[i] | |
| edge(source, src) | |
| last = src | |
| return last |
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xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">container_recall:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-aggregate_ranking_trending-1730" transform="translate(138.23828125, 294.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-107.87890625" y="-19.5" width="215.7578125" height="39"></rect><g class="label" style="" transform="translate(-100.37890625, -12)"><foreignObject width="200.7578125" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">aggregate_ranking_trending</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-featured_rank_default-1733" transform="translate(406.96484375, 383.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-88.48828125" y="-19.5" width="176.9765625" height="39"></rect><g class="label" style="" transform="translate(-80.98828125, -12)"><foreignObject width="161.9765625" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">featured_rank_default</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_recall_genesis-1736" transform="translate(594.04296875, 472.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-89.8203125" y="-19.5" width="179.640625" height="39"></rect><g class="label" style="" transform="translate(-82.3203125, -12)"><foreignObject width="164.640625" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_recall_genesis</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_rank_default-1739" transform="translate(780.140625, 561.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-85.1953125" y="-19.5" width="170.390625" height="39"></rect><g class="label" style="" transform="translate(-77.6953125, -12)"><foreignObject width="155.390625" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_rank_default</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_rank_context-1742" transform="translate(962.341796875, 650.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-86.65234375" y="-19.5" width="173.3046875" height="39"></rect><g class="label" style="" transform="translate(-79.15234375, -12)"><foreignObject width="158.3046875" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_rank_context</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_rank_specific-1745" transform="translate(1146.080078125, 739.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-86.8125" y="-19.5" width="173.625" height="39"></rect><g class="label" style="" transform="translate(-79.3125, -12)"><foreignObject width="158.625" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_rank_specific</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-aggregate_ranking_trending:apply-1748" transform="translate(138.23828125, 383.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-130.23828125" y="-19.5" width="260.4765625" height="39"></rect><g class="label" style="" transform="translate(-122.73828125, -12)"><foreignObject width="245.4765625" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">aggregate_ranking_trending:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-featured_rank_default:apply-1751" transform="translate(272.6015625, 472.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-110.84765625" y="-19.5" width="221.6953125" height="39"></rect><g class="label" style="" transform="translate(-103.34765625, -12)"><foreignObject width="206.6953125" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">featured_rank_default:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_recall_genesis:apply-1756" transform="translate(397.935546875, 561.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-112.1796875" y="-19.5" width="224.359375" height="39"></rect><g class="label" style="" transform="translate(-104.6796875, -12)"><foreignObject width="209.359375" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_recall_genesis:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_rank_default:apply-1761" transform="translate(521.623046875, 650.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-107.5546875" y="-19.5" width="215.109375" height="39"></rect><g class="label" style="" transform="translate(-100.0546875, -12)"><foreignObject width="200.109375" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_rank_default:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_rank_context:apply-1766" transform="translate(643.7265625, 739.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-109.01171875" y="-19.5" width="218.0234375" height="39"></rect><g class="label" style="" transform="translate(-101.51171875, -12)"><foreignObject width="203.0234375" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_rank_context:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_rank_specific:apply-1771" transform="translate(766.638671875, 828.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-109.171875" y="-19.5" width="218.34375" height="39"></rect><g class="label" style="" transform="translate(-101.671875, -12)"><foreignObject width="203.34375" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_rank_specific:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_promotion-1776" transform="translate(873.21484375, 917.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-76.30859375" y="-19.5" width="152.6171875" height="39"></rect><g class="label" style="" transform="translate(-68.80859375, -12)"><foreignObject width="137.6171875" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_promotion</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-container_rank_default-1779" transform="translate(660.0625, 1095.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-91.6171875" y="-19.5" width="183.234375" height="39"></rect><g class="label" style="" transform="translate(-84.1171875, -12)"><foreignObject width="168.234375" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">container_rank_default</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_promotion:apply-1782" transform="translate(873.21484375, 1006.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-98.66796875" y="-19.5" width="197.3359375" height="39"></rect><g class="label" style="" transform="translate(-91.16796875, -12)"><foreignObject width="182.3359375" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_promotion:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-container_rank_default:apply-1785" transform="translate(766.638671875, 1184.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-113.9765625" y="-19.5" width="227.953125" height="39"></rect><g class="label" style="" transform="translate(-106.4765625, -12)"><foreignObject width="212.953125" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">container_rank_default:apply</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_holdback-1788" transform="translate(873.21484375, 1095.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-71.53515625" y="-19.5" width="143.0703125" height="39"></rect><g class="label" style="" transform="translate(-64.03515625, -12)"><foreignObject width="128.0703125" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">content_holdback</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-matrix_bd_levers-1793" transform="translate(766.638671875, 1273.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-69.5703125" y="-19.5" width="139.140625" height="39"></rect><g class="label" style="" transform="translate(-62.0703125, -12)"><foreignObject width="124.140625" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">matrix_bd_levers</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-container_floating_i18n-1796" transform="translate(766.638671875, 1362.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-92.7109375" y="-19.5" width="185.421875" height="39"></rect><g class="label" style="" transform="translate(-85.2109375, -12)"><foreignObject width="170.421875" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">container_floating_i18n</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-image_rank_specific-1799" transform="translate(684.34765625, 1629.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-80.61328125" y="-19.5" width="161.2265625" height="39"></rect><g class="label" style="" transform="translate(-73.11328125, -12)"><foreignObject width="146.2265625" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">image_rank_specific</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-container_truncate-1802" transform="translate(848.9296875, 1451.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-76.54296875" y="-19.5" width="153.0859375" height="39"></rect><g class="label" style="" transform="translate(-69.04296875, -12)"><foreignObject width="138.0859375" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">container_truncate</span></div></foreignObject></g></g><g class="node default none clickable clickable" id="flowchart-content_truncate-1805" transform="translate(848.9296875, 1540.5)"><rect class="basic 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transform="translate(766.638671875, 1718.5)"><rect class="basic label-container" style="" rx="5" ry="5" x="-102.97265625" y="-19.5" width="205.9453125" height="39"></rect><g class="label" style="" transform="translate(-95.47265625, -12)"><foreignObject width="190.9453125" height="24"><div xmlns="http://www.w3.org/1999/xhtml" style="display: inline-block; white-space: nowrap;"><span class="nodeLabel">image_rank_specific:apply</span></div></foreignObject></g></g></g></g></g></svg> |
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| load("internal/pipeline/data/dag.star", "node", "edge", "is_runnable", "sequence", "before") | |
| load("internal/pipeline/data/ops.star", "content_holdback", "ranking", "batch_ranking", "realtime_ranking", | |
| "container_pinning", "apply_node") | |
| load("internal/pipeline/data/predicates.star", "is_returning_user", "is_new_user") | |
| def container_pinning_i18n_predicate(req): | |
| return req.first_seen - time.now() > time.day(3) | |
| def main(args): | |
| request_validation = node("request_validation", "validation") | |
| container_recall = realtime_ranking("container_recall", | |
| "container_recall_only_recommender", | |
| app="CONTAINER_RECALL", | |
| predicate=lambda req: len(req.containers) > 40) | |
| container_pin = container_pinning("container_pinning_i18n", ["featured", "recommended_for_you"], container_pinning_i18n_predicate) | |
| apply_container_recall = apply_node("container_recall") | |
| before(request_validation, container_recall, container_pin) | |
| edge(container_recall, apply_container_recall) | |
| edge(container_pin, apply_container_recall) | |
| stage1 = apply_container_recall | |
| aggregate_ranking_trending = realtime_ranking("aggregate_ranking_trending", "aggregate_ranking_trending") | |
| featured_rank_default = realtime_ranking("featured_rank_default", "new_user_default_featured_recommender") | |
| content_recall_genesis = realtime_ranking("content_recall_genesis", "GENESIS") | |
| content_rank_default = realtime_ranking("content_rank_default", "content_rank_default") | |
| content_rank_context = realtime_ranking("content_rank_context", "new_user_content_recommender") | |
| content_rank_specific = realtime_ranking("content_rank_specific", "returning_user_content_recommender") | |
| before(stage1, aggregate_ranking_trending, featured_rank_default, content_recall_genesis, content_rank_default, | |
| content_rank_context, content_rank_specific) | |
| stage2 = sequence(aggregate_ranking_trending, featured_rank_default, content_recall_genesis, content_rank_default, | |
| content_rank_context, content_rank_specific) | |
| promoter = node("content_promotion", "promoter") | |
| container_rank_default = realtime_ranking("container_rank_default", "container_rank_default") | |
| # sequence(promoter, container_rank_default) | |
| apply_promoter = apply_node(promoter) | |
| apply_container_rank = apply_node(container_rank_default) | |
| before(stage2, promoter, container_rank_default) | |
| edge(promoter, apply_promoter) | |
| edge(container_rank_default, apply_container_rank) | |
| content_holdback = node("content_holdback", "content_holdback", ["0123"]) | |
| bd_levers = node("matrix_bd_levers", "bd_levers") | |
| container_float = node("container_floating_i18n", "container_floating") | |
| # edge(stage2, "content_promotion:apply") | |
| edge("content_promotion:apply", content_holdback) | |
| edge(content_holdback, "container_rank_default:apply") | |
| edge("container_rank_default:apply", bd_levers) | |
| edge(bd_levers, container_float) | |
| stage3 = container_float | |
| image_rank = realtime_ranking("image_rank_specific", "cb_image_rank_with_stats_v2_recommender") | |
| container_truncate = node("container_truncate", "container_truncate") | |
| content_truncate = node("content_truncate", "content_truncate") | |
| dedupe = node("dedupe", "dedupe") | |
| apply_image_rank = apply_node(image_rank) | |
| before(stage3, image_rank) | |
| edge(image_rank, apply_image_rank) | |
| edge(stage3, container_truncate) | |
| edge(container_truncate, content_truncate) | |
| edge(content_truncate, dedupe) | |
| edge(dedupe, apply_image_rank) | |
| return 0 |
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