ISteamLearnService – Steam Web API Documentation

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UNDOCUMENTEDPOSTBatchOperation

Batches multiple data updates, snapshots, and inference requests into a single call

https://api.steampowered.com/ISteamLearnService/BatchOperation/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
snapshot_requests		CMsgSteamLearn_SnapshotProject_Request	No
inference_requests		CMsgSteamLearn_Inference_Request	No
cache_data_requests[0]		CMsgSteamLearn_CacheData_Request[]	No
↳ access_token		string	No
↳ data		CMsgSteamLearnData	No
↳ data_source_id		uint32	No
↳ keys[0]		uint64[]	No
↳ data_object		CMsgSteamLearnDataObject	No
↳ elements[0]		CMsgSteamLearnDataElement[]	No
↳ name		string	No
↳ data_int32s[0]		int32[]	No
↳ data_floats[0]		float[]	No
↳ data_bools[0]		bool[]	No
↳ data_strings[0]		string[]	No
↳ data_objects[0]		CMsgSteamLearnDataObject[]	No
snapshot_requests[0]		CMsgSteamLearn_SnapshotProject_Request[]	No
↳ access_token		string	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ keys[0]		uint64[]	No
↳ data[0]		CMsgSteamLearnData[]	No
↳ data_source_id		uint32	No
↳ keys[0]		uint64[]	No
↳ data_object		CMsgSteamLearnDataObject	No
↳ elements[0]		CMsgSteamLearnDataElement[]	No
↳ name		string	No
↳ data_int32s[0]		int32[]	No
↳ data_floats[0]		float[]	No
↳ data_bools[0]		bool[]	No
↳ data_strings[0]		string[]	No
↳ data_objects[0]		CMsgSteamLearnDataObject[]	No
↳ pending_data_limit_seconds		uint32	No
inference_requests[0]		CMsgSteamLearn_Inference_Request[]	No
↳ access_token		string	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ override_train_id		uint32	No
↳ data		CMsgSteamLearnDataList	No
↳ data[0]		CMsgSteamLearnData[]	No
↳ data_source_id		uint32	No
↳ keys[0]		uint64[]	No
↳ data_object		CMsgSteamLearnDataObject	No
↳ elements[0]		CMsgSteamLearnDataElement[]	No
↳ name		string	No
↳ data_int32s[0]		int32[]	No
↳ data_floats[0]		float[]	No
↳ data_bools[0]		bool[]	No
↳ data_strings[0]		string[]	No
↳ data_objects[0]		CMsgSteamLearnDataObject[]	No
↳ additional_data[0]		float[]	No
↳ keys[0]		uint64[]	No
↳ named_inference		string	No
↳ iterate_beam_search		CMsgInferenceIterateBeamSearch	No
↳ beam_length		uint32	No
↳ beam_width		uint32	No
↳ item_decay		float	No
↳ next_item_count		uint32	No
↳ item_scalars[0]		CMsgInferenceIterateBeamSearch.CustomItemScalar[]	No
↳ item		uint32	No
↳ scale		float	No
↳ item_sequence_end		uint32	No
↳ item_sequence_end_threshold		float	No
↳ repeat_multiplier		float	No
↳ debug_spew		uint32	No

UNDOCUMENTEDPOSTCacheData

Updates a cached data entry.

https://api.steampowered.com/ISteamLearnService/CacheData/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
access_token		string	No
access_data		CMsgSteamLearn_AccessData	No
↳ publisher_id		uint32	No
↳ timestamp		uint32	No
↳ random_value		uint64	No
data		CMsgSteamLearnData	No
↳ data_source_id		uint32	No
↳ keys[0]		uint64[]	No
↳ data_object		CMsgSteamLearnDataObject	No
↳ elements[0]		CMsgSteamLearnDataElement[]	No
↳ name		string	No
↳ data_int32s[0]		int32[]	No
↳ data_floats[0]		float[]	No
↳ data_bools[0]		bool[]	No
↳ data_strings[0]		string[]	No
↳ data_objects[0]		CMsgSteamLearnDataObject[]	No

UNDOCUMENTEDPOSTCreateProject

https://api.steampowered.com/ISteamLearnService/CreateProject/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_name		string	No
project_description		string	No

UNDOCUMENTEDPOSTEditProject

https://api.steampowered.com/ISteamLearnService/EditProject/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project		CMsgSteamLearnProject	No
↳ project_id		uint32	No
↳ project_name		string	No
↳ project_description		string	No
↳ creator_account_id		uint32	No
↳ create_time		uint32	No
↳ unpublished_config		CMsgSteamLearnProjectConfig	No
↳ project_id		uint32	No
↳ publish_time		uint32	No
↳ published_version		uint32	No
↳ data_source_ids[0]		uint32[]	No
↳ data_source_element_usages[0]		CMsgSteamLearnDataSourceElementUsage[]	No
↳ data_source_id		uint32	No
↳ data_element_path		string	No
↳ is_string		bool	No
↳ input		uint32	No
↳ sql_column		uint32	No
↳ preprocessing_type		int32	No	enum
↳ min_range		float	No
↳ max_range		float	No
↳ std_dev		float	No
↳ compact_table		string	No
↳ compact_table_count		uint32	No
↳ sequence_table		string	No
↳ sequence_table_count		uint32	No
↳ sort_sequence		bool	No
↳ sequence_min_length		uint32	No
↳ table_full_sample		bool	No
↳ sequence_prefix_frequency		float	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ dropout_pct		uint32	No
↳ project_nodes[0]		CMsgSteamLearnProjectNode[]	No
↳ node_id		uint32	No
↳ location_x		int32	No
↳ location_y		int32	No
↳ comment		string	No
↳ type		int32	No	enum
↳ connectors[0]		CMsgSteamLearnProjectNodeConnector[]	No
↳ connector_id		uint32	No
↳ linked_connector_ids[0]		uint32[]	No
↳ is_input_connector		bool	No
↳ input		CMsgSteamLearnModelNodeInput	No
↳ input_num		uint32	No
↳ inference_iterate		bool	No
↳ dense		CMsgSteamLearnModelNodeDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ regularization		int32	No	enum
↳ dense_stack		CMsgSteamLearnModelNodeDenseStack	No
↳ activation		int32	No	enum
↳ width[0]		uint32[]	No
↳ dropout_pct		uint32	No
↳ regularization		int32	No	enum
↳ dropout		CMsgSteamLearnModelNodeDropout	No
↳ dropout_pct		uint32	No
↳ embedding		CMsgSteamLearnModelNodeEmbedding	No
↳ max_value		uint32	No
↳ compact_table		string	No
↳ embedding_width		uint32	No
↳ flatten		bool	No
↳ export_name		string	No
↳ embed_name		string	No
↳ train		CMsgSteamLearnModelNodeTrain	No
↳ input_count		uint32	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ compact_table		string	No
↳ loss		int32	No	enum
↳ learning_rate		float	No
↳ uses_weight_mask		bool	No
↳ label_smoothing		float	No
↳ conditional_extract		CMsgSteamLearnModelNodeConditionalExtract	No
↳ extract_filter_type		int32	No	enum
↳ extract_weight_type		int32	No	enum
↳ filter_info		CMsgSteamLearnModelNodeConditionalExtract_FilterInfo	No
↳ appid_release_recency_months		uint32	No
↳ appid_publisher_id		uint32	No
↳ appid_featured_tag_id		uint32	No
↳ appid_theme_tag_id		uint32	No
↳ weight_info		CMsgSteamLearnModelNodeConditionalExtract_WeightInfo	No
↳ appid_release_recency_bias		float	No
↳ input_number		uint32	No
↳ input_strength		float	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ concatenate		CMsgSteamLearnModelNodeConcatenate	No
↳ axis		uint32	No
↳ shuffle		CMsgSteamLearnModelNodeShuffle	No
↳ exclude_zeroes		bool	No
↳ synced_shuffle		CMsgSteamLearnModelNodeSyncedShuffle	No
↳ exclude_zeroes		bool	No
↳ onehot		CMsgSteamLearnModelNodeOnehot	No
↳ width		uint32	No
↳ compact_table		string	No
↳ multi_hot		bool	No
↳ explode		CMsgSteamLearnModelNodeExplode	No
↳ conditional_swap		CMsgSteamLearnModelNodeConditionalSwap	No
↳ kmeans		CMsgSteamLearnModelNodeKMeansCluster	No
↳ num_clusters		uint32	No
↳ name		string	No
↳ generate_clusters		bool	No
↳ combine		CMsgSteamLearnModelNodeCombine	No
↳ text_vectorization		CMsgSteamLearnModelNodeTextVectorization	No
↳ vocabulary_size		uint32	No
↳ standardize		int32	No	enum
↳ output		int32	No	enum
↳ sequence_length		uint32	No
↳ split		int32	No	enum
↳ ngrams		uint32	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ batch_normalization		CMsgSteamLearnModelNodeBatchNormalization	No
↳ normalize		CMsgSteamLearnModelNodeNormalize	No
↳ named_inference		CMsgSteamLearnModelNodeNamedInference	No
↳ name		string	No
↳ only_inference		bool	No
↳ dot		CMsgSteamLearnModelNodeDot	No
↳ normalize		bool	No
↳ extract		CMsgSteamLearnModelNodeExtract	No
↳ input_type		int32	No	enum
↳ mode		int32	No	enum
↳ exclusion		int32	No	enum
↳ selection		int32	No	enum
↳ bias_start		float	No
↳ bias_end		float	No
↳ input_bias_input_number		uint32	No
↳ input_bias_strength		float	No
↳ positive_sample_percent		uint32	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ recency_months		uint32	No
↳ fest_name		string	No
↳ conv_1d		CMsgSteamLearnModelNodeConv1D	No
↳ filters		uint32	No
↳ kernel_size		uint32	No
↳ strides		uint32	No
↳ activation		int32	No	enum
↳ max_pooling_1d		CMsgSteamLearnModelNodeMaxPooling1D	No
↳ pool_size		uint32	No
↳ strides		uint32	No
↳ flatten		CMsgSteamLearnModelNodeFlatten	No
↳ global_max_pooling		CMsgSteamLearnModelNodeGlobalMaxPooling1D	No
↳ transformer		CMsgSteamLearnModelNodeTransformer	No
↳ num_heads		uint32	No
↳ feedforward_size		uint32	No
↳ dropout_pct		uint32	No
↳ num_internal_blocks		uint32	No
↳ regularization		int32	No	enum
↳ external_embedding		CMsgSteamLearnModelNodeExternalEmbedding	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ embedding_name		string	No
↳ compact_table		string	No
↳ fetch_id		uint32	No
↳ exclude_missing		bool	No
↳ time_distributed_dense		CMsgSteamLearnModelNodeTimeDistributedDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ sequence_split		CMsgSteamLearnModelNodeSequenceSplit	No
↳ head_split_chance		uint32	No
↳ mid_split_chance		uint32	No
↳ tail_split_chance		uint32	No
↳ sequence_table_name		string	No
↳ compact_table_name		string	No
↳ weighted_average		CMsgSteamLearnModelNodeWeightedAverage	No
↳ axis		uint32	No
↳ use_weights		bool	No
↳ global_avg_pooling_1d		CMsgSteamLearnModelNodeGlobalAvgPooling1D	No
↳ token_mask		CMsgSteamLearnModelNodeTokenMask	No
↳ mask_pct		uint32	No
↳ mask_count_limit		uint32	No
↳ random_pct		uint32	No
↳ keep_pct		uint32	No
↳ masked_head		CMsgSteamLearnModelNodeMaskedHead	No
↳ token_transformer		CMsgSteamLearnModelNodeTokenTransformer	No
↳ vocabulary_size		uint32	No
↳ sequence_length		uint32	No
↳ embedding_width		uint32	No
↳ transformer_layers		uint32	No
↳ transformer_dim		uint32	No
↳ transformer_heads		uint32	No
↳ transformer_dropout_pct		uint32	No
↳ compact_table		string	No
↳ is_causal		bool	No
↳ is_set		bool	No
↳ external_model		CMsgSteamLearnModelNodeExternalModel	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ named_inference_name		string	No
↳ freeze_weights		bool	No
↳ unfrozen_layers		uint32	No
↳ reshape_2d		CMsgSteamLearnModelNodeReshape2D	No
↳ dimension		uint32	No
↳ row_extract		CMsgSteamLearnModelNodeRowExtract	No
↳ row		int32	No
↳ bert		CMsgSteamLearnModelNodeBert	No
↳ bert_tokenizer		CMsgSteamLearnModelNodeBertTokenizer	No
↳ bert_model		int32	No	enum
↳ sequence_length		uint32	No
↳ bert_finetune		CMsgSteamLearnModelNodeBertFinetune	No
↳ bert_model		int32	No	enum
↳ unfrozen_layers		uint32	No
↳ threshold		CMsgSteamLearnModelNodeThreshold	No
↳ threshold_value		float	No
↳ comparison		int32	No	enum
↳ logic		CMsgSteamLearnModelNodeLogic	No
↳ logic_operator		int32	No	enum
↳ snapshot_config		CMsgSteamLearnProjectSnapshotConfig	No
↳ snapshot_type		int32	No	enum
↳ config_account_ids		CMsgSteamLearnProjectSnapshotConfigAccountIDs	No
↳ percent		uint32	No
↳ activity_recency_days		uint32	No
↳ filter		int32	No	enum
↳ config_app_ids		CMsgSteamLearnProjectSnapshotConfigAppIDs	No
↳ percent		uint32	No
↳ release_recency_days		uint32	No
↳ config_other_project		CMsgSteamLearnProjectSnapshotConfigOtherProject	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ snapshot_schedule_type		int32	No	enum
↳ snapshot_schedule_day_of_week		uint32	No
↳ snapshot_schedule_day_of_month		uint32	No
↳ compress		bool	No
↳ job_count		uint32	No
↳ snapshot_schedule_hour_of_day		uint32	No
↳ config_data_source		CMsgSteamLearnProjectSnapshotConfigDataSource	No
↳ data_source_id		uint32	No
↳ train_config		CMsgSteamLearnTrainConfig	No
↳ fetch_workers		uint32	No
↳ fetch_chunk_size		uint32	No
↳ train_batch_size		uint32	No
↳ train_epoch_count		uint32	No
↳ train_loss_improvement_threshold		float	No
↳ train_no_loss_improvement_epoch_limit		uint32	No
↳ train_optimizer		int32	No	enum
↳ train_learning_rate		float	No
↳ train_gpu		int32	No	enum
↳ gpu_count		uint32	No
↳ mixed_precision		bool	No
↳ train_weight_decay		float	No
↳ train_clip_norm		float	No
↳ use_class_weights		bool	No
↳ train_warmup_steps		uint32	No
↳ train_warmup_start		float	No
↳ train_decay_steps		int32	No
↳ train_decay_rate		float	No
↳ profile_epoch		uint32	No
↳ profile_start_batch		uint32	No
↳ profile_end_batch		uint32	No
↳ snapshot_filter		CMsgSteamLearnProjectSnapshotFilter	No
↳ sample_reduce_percent		uint32	No
↳ histogram		CMsgSteamLearnProjectSnapshotFilterHistogram	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ num_buckets		uint32	No
↳ filter_range		CMsgSteamLearnProjectSnapshotFilterRange	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ map_data_element_sql_column[0]		CMsgSteamLearnProjectConfig_MapDataElementSqlColumnEntry[]	No
↳ key		string	No
↳ value		int32	No
↳ total_sql_columns		uint32	No
↳ data_retention_config		CMsgSteamLearnDataRetentionConfig	No
↳ snapshot_keep_duration_days		uint32	No
↳ fetch_keep_count		uint32	No
↳ scheduled_train_config		CMsgSteamLearnScheduledTrainConfig	No
↳ scheduled_type		int32	No	enum
↳ scheduled_minute		uint32	No
↳ scheduled_hour		uint32	No
↳ scheduled_day_of_week		uint32	No
↳ scheduled_day_of_month		uint32	No
↳ auto_activate_accuracy_threshold		float	No
↳ failed_auto_activate_emails		string	No
↳ fetch_infos[0]		CMsgSteamLearnFetchInfo[]	No
↳ fetch_id		uint32	No
↳ train_infos[0]		CMsgSteamLearnTrainInfo[]	No
↳ fetch_id		uint32	No
↳ train_id		uint32	No
↳ scheduled_train		bool	No
↳ auto_snapshot_pending		bool	No
↳ hidden		bool	No
↳ last_edit_time		uint32	No
↳ published_configs[0]		CMsgSteamLearnProjectConfig[]	No
↳ project_id		uint32	No
↳ publish_time		uint32	No
↳ published_version		uint32	No
↳ data_source_ids[0]		uint32[]	No
↳ data_source_element_usages[0]		CMsgSteamLearnDataSourceElementUsage[]	No
↳ data_source_id		uint32	No
↳ data_element_path		string	No
↳ is_string		bool	No
↳ input		uint32	No
↳ sql_column		uint32	No
↳ preprocessing_type		int32	No	enum
↳ min_range		float	No
↳ max_range		float	No
↳ std_dev		float	No
↳ compact_table		string	No
↳ compact_table_count		uint32	No
↳ sequence_table		string	No
↳ sequence_table_count		uint32	No
↳ sort_sequence		bool	No
↳ sequence_min_length		uint32	No
↳ table_full_sample		bool	No
↳ sequence_prefix_frequency		float	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ dropout_pct		uint32	No
↳ project_nodes[0]		CMsgSteamLearnProjectNode[]	No
↳ node_id		uint32	No
↳ location_x		int32	No
↳ location_y		int32	No
↳ comment		string	No
↳ type		int32	No	enum
↳ connectors[0]		CMsgSteamLearnProjectNodeConnector[]	No
↳ connector_id		uint32	No
↳ linked_connector_ids[0]		uint32[]	No
↳ is_input_connector		bool	No
↳ input		CMsgSteamLearnModelNodeInput	No
↳ input_num		uint32	No
↳ inference_iterate		bool	No
↳ dense		CMsgSteamLearnModelNodeDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ regularization		int32	No	enum
↳ dense_stack		CMsgSteamLearnModelNodeDenseStack	No
↳ activation		int32	No	enum
↳ width[0]		uint32[]	No
↳ dropout_pct		uint32	No
↳ regularization		int32	No	enum
↳ dropout		CMsgSteamLearnModelNodeDropout	No
↳ dropout_pct		uint32	No
↳ embedding		CMsgSteamLearnModelNodeEmbedding	No
↳ max_value		uint32	No
↳ compact_table		string	No
↳ embedding_width		uint32	No
↳ flatten		bool	No
↳ export_name		string	No
↳ embed_name		string	No
↳ train		CMsgSteamLearnModelNodeTrain	No
↳ input_count		uint32	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ compact_table		string	No
↳ loss		int32	No	enum
↳ learning_rate		float	No
↳ uses_weight_mask		bool	No
↳ label_smoothing		float	No
↳ conditional_extract		CMsgSteamLearnModelNodeConditionalExtract	No
↳ extract_filter_type		int32	No	enum
↳ extract_weight_type		int32	No	enum
↳ filter_info		CMsgSteamLearnModelNodeConditionalExtract_FilterInfo	No
↳ appid_release_recency_months		uint32	No
↳ appid_publisher_id		uint32	No
↳ appid_featured_tag_id		uint32	No
↳ appid_theme_tag_id		uint32	No
↳ weight_info		CMsgSteamLearnModelNodeConditionalExtract_WeightInfo	No
↳ appid_release_recency_bias		float	No
↳ input_number		uint32	No
↳ input_strength		float	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ concatenate		CMsgSteamLearnModelNodeConcatenate	No
↳ axis		uint32	No
↳ shuffle		CMsgSteamLearnModelNodeShuffle	No
↳ exclude_zeroes		bool	No
↳ synced_shuffle		CMsgSteamLearnModelNodeSyncedShuffle	No
↳ exclude_zeroes		bool	No
↳ onehot		CMsgSteamLearnModelNodeOnehot	No
↳ width		uint32	No
↳ compact_table		string	No
↳ multi_hot		bool	No
↳ explode		CMsgSteamLearnModelNodeExplode	No
↳ conditional_swap		CMsgSteamLearnModelNodeConditionalSwap	No
↳ kmeans		CMsgSteamLearnModelNodeKMeansCluster	No
↳ num_clusters		uint32	No
↳ name		string	No
↳ generate_clusters		bool	No
↳ combine		CMsgSteamLearnModelNodeCombine	No
↳ text_vectorization		CMsgSteamLearnModelNodeTextVectorization	No
↳ vocabulary_size		uint32	No
↳ standardize		int32	No	enum
↳ output		int32	No	enum
↳ sequence_length		uint32	No
↳ split		int32	No	enum
↳ ngrams		uint32	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ batch_normalization		CMsgSteamLearnModelNodeBatchNormalization	No
↳ normalize		CMsgSteamLearnModelNodeNormalize	No
↳ named_inference		CMsgSteamLearnModelNodeNamedInference	No
↳ name		string	No
↳ only_inference		bool	No
↳ dot		CMsgSteamLearnModelNodeDot	No
↳ normalize		bool	No
↳ extract		CMsgSteamLearnModelNodeExtract	No
↳ input_type		int32	No	enum
↳ mode		int32	No	enum
↳ exclusion		int32	No	enum
↳ selection		int32	No	enum
↳ bias_start		float	No
↳ bias_end		float	No
↳ input_bias_input_number		uint32	No
↳ input_bias_strength		float	No
↳ positive_sample_percent		uint32	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ recency_months		uint32	No
↳ fest_name		string	No
↳ conv_1d		CMsgSteamLearnModelNodeConv1D	No
↳ filters		uint32	No
↳ kernel_size		uint32	No
↳ strides		uint32	No
↳ activation		int32	No	enum
↳ max_pooling_1d		CMsgSteamLearnModelNodeMaxPooling1D	No
↳ pool_size		uint32	No
↳ strides		uint32	No
↳ flatten		CMsgSteamLearnModelNodeFlatten	No
↳ global_max_pooling		CMsgSteamLearnModelNodeGlobalMaxPooling1D	No
↳ transformer		CMsgSteamLearnModelNodeTransformer	No
↳ num_heads		uint32	No
↳ feedforward_size		uint32	No
↳ dropout_pct		uint32	No
↳ num_internal_blocks		uint32	No
↳ regularization		int32	No	enum
↳ external_embedding		CMsgSteamLearnModelNodeExternalEmbedding	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ embedding_name		string	No
↳ compact_table		string	No
↳ fetch_id		uint32	No
↳ exclude_missing		bool	No
↳ time_distributed_dense		CMsgSteamLearnModelNodeTimeDistributedDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ sequence_split		CMsgSteamLearnModelNodeSequenceSplit	No
↳ head_split_chance		uint32	No
↳ mid_split_chance		uint32	No
↳ tail_split_chance		uint32	No
↳ sequence_table_name		string	No
↳ compact_table_name		string	No
↳ weighted_average		CMsgSteamLearnModelNodeWeightedAverage	No
↳ axis		uint32	No
↳ use_weights		bool	No
↳ global_avg_pooling_1d		CMsgSteamLearnModelNodeGlobalAvgPooling1D	No
↳ token_mask		CMsgSteamLearnModelNodeTokenMask	No
↳ mask_pct		uint32	No
↳ mask_count_limit		uint32	No
↳ random_pct		uint32	No
↳ keep_pct		uint32	No
↳ masked_head		CMsgSteamLearnModelNodeMaskedHead	No
↳ token_transformer		CMsgSteamLearnModelNodeTokenTransformer	No
↳ vocabulary_size		uint32	No
↳ sequence_length		uint32	No
↳ embedding_width		uint32	No
↳ transformer_layers		uint32	No
↳ transformer_dim		uint32	No
↳ transformer_heads		uint32	No
↳ transformer_dropout_pct		uint32	No
↳ compact_table		string	No
↳ is_causal		bool	No
↳ is_set		bool	No
↳ external_model		CMsgSteamLearnModelNodeExternalModel	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ named_inference_name		string	No
↳ freeze_weights		bool	No
↳ unfrozen_layers		uint32	No
↳ reshape_2d		CMsgSteamLearnModelNodeReshape2D	No
↳ dimension		uint32	No
↳ row_extract		CMsgSteamLearnModelNodeRowExtract	No
↳ row		int32	No
↳ bert		CMsgSteamLearnModelNodeBert	No
↳ bert_tokenizer		CMsgSteamLearnModelNodeBertTokenizer	No
↳ bert_model		int32	No	enum
↳ sequence_length		uint32	No
↳ bert_finetune		CMsgSteamLearnModelNodeBertFinetune	No
↳ bert_model		int32	No	enum
↳ unfrozen_layers		uint32	No
↳ threshold		CMsgSteamLearnModelNodeThreshold	No
↳ threshold_value		float	No
↳ comparison		int32	No	enum
↳ logic		CMsgSteamLearnModelNodeLogic	No
↳ logic_operator		int32	No	enum
↳ snapshot_config		CMsgSteamLearnProjectSnapshotConfig	No
↳ snapshot_type		int32	No	enum
↳ config_account_ids		CMsgSteamLearnProjectSnapshotConfigAccountIDs	No
↳ percent		uint32	No
↳ activity_recency_days		uint32	No
↳ filter		int32	No	enum
↳ config_app_ids		CMsgSteamLearnProjectSnapshotConfigAppIDs	No
↳ percent		uint32	No
↳ release_recency_days		uint32	No
↳ config_other_project		CMsgSteamLearnProjectSnapshotConfigOtherProject	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ snapshot_schedule_type		int32	No	enum
↳ snapshot_schedule_day_of_week		uint32	No
↳ snapshot_schedule_day_of_month		uint32	No
↳ compress		bool	No
↳ job_count		uint32	No
↳ snapshot_schedule_hour_of_day		uint32	No
↳ config_data_source		CMsgSteamLearnProjectSnapshotConfigDataSource	No
↳ data_source_id		uint32	No
↳ train_config		CMsgSteamLearnTrainConfig	No
↳ fetch_workers		uint32	No
↳ fetch_chunk_size		uint32	No
↳ train_batch_size		uint32	No
↳ train_epoch_count		uint32	No
↳ train_loss_improvement_threshold		float	No
↳ train_no_loss_improvement_epoch_limit		uint32	No
↳ train_optimizer		int32	No	enum
↳ train_learning_rate		float	No
↳ train_gpu		int32	No	enum
↳ gpu_count		uint32	No
↳ mixed_precision		bool	No
↳ train_weight_decay		float	No
↳ train_clip_norm		float	No
↳ use_class_weights		bool	No
↳ train_warmup_steps		uint32	No
↳ train_warmup_start		float	No
↳ train_decay_steps		int32	No
↳ train_decay_rate		float	No
↳ profile_epoch		uint32	No
↳ profile_start_batch		uint32	No
↳ profile_end_batch		uint32	No
↳ snapshot_filter		CMsgSteamLearnProjectSnapshotFilter	No
↳ sample_reduce_percent		uint32	No
↳ histogram		CMsgSteamLearnProjectSnapshotFilterHistogram	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ num_buckets		uint32	No
↳ filter_range		CMsgSteamLearnProjectSnapshotFilterRange	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ map_data_element_sql_column[0]		CMsgSteamLearnProjectConfig_MapDataElementSqlColumnEntry[]	No
↳ key		string	No
↳ value		int32	No
↳ total_sql_columns		uint32	No
↳ data_retention_config		CMsgSteamLearnDataRetentionConfig	No
↳ snapshot_keep_duration_days		uint32	No
↳ fetch_keep_count		uint32	No
↳ scheduled_train_config		CMsgSteamLearnScheduledTrainConfig	No
↳ scheduled_type		int32	No	enum
↳ scheduled_minute		uint32	No
↳ scheduled_hour		uint32	No
↳ scheduled_day_of_week		uint32	No
↳ scheduled_day_of_month		uint32	No
↳ auto_activate_accuracy_threshold		float	No
↳ failed_auto_activate_emails		string	No
↳ fetch_infos[0]		CMsgSteamLearnFetchInfo[]	No
↳ fetch_id		uint32	No
↳ train_infos[0]		CMsgSteamLearnTrainInfo[]	No
↳ fetch_id		uint32	No
↳ train_id		uint32	No
↳ scheduled_train		bool	No
↳ auto_snapshot_pending		bool	No
↳ hidden		bool	No
↳ last_edit_time		uint32	No
↳ hidden		bool	No
published_version		uint32	No

UNDOCUMENTEDPOSTEditProjectConfig

https://api.steampowered.com/ISteamLearnService/EditProjectConfig/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_config		CMsgSteamLearnProjectConfig	No
↳ project_id		uint32	No
↳ publish_time		uint32	No
↳ published_version		uint32	No
↳ data_source_ids[0]		uint32[]	No
↳ data_source_element_usages[0]		CMsgSteamLearnDataSourceElementUsage[]	No
↳ data_source_id		uint32	No
↳ data_element_path		string	No
↳ is_string		bool	No
↳ input		uint32	No
↳ sql_column		uint32	No
↳ preprocessing_type		int32	No	enum
↳ min_range		float	No
↳ max_range		float	No
↳ std_dev		float	No
↳ compact_table		string	No
↳ compact_table_count		uint32	No
↳ sequence_table		string	No
↳ sequence_table_count		uint32	No
↳ sort_sequence		bool	No
↳ sequence_min_length		uint32	No
↳ table_full_sample		bool	No
↳ sequence_prefix_frequency		float	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ dropout_pct		uint32	No
↳ project_nodes[0]		CMsgSteamLearnProjectNode[]	No
↳ node_id		uint32	No
↳ location_x		int32	No
↳ location_y		int32	No
↳ comment		string	No
↳ type		int32	No	enum
↳ connectors[0]		CMsgSteamLearnProjectNodeConnector[]	No
↳ connector_id		uint32	No
↳ linked_connector_ids[0]		uint32[]	No
↳ is_input_connector		bool	No
↳ input		CMsgSteamLearnModelNodeInput	No
↳ input_num		uint32	No
↳ inference_iterate		bool	No
↳ dense		CMsgSteamLearnModelNodeDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ regularization		int32	No	enum
↳ dense_stack		CMsgSteamLearnModelNodeDenseStack	No
↳ activation		int32	No	enum
↳ width[0]		uint32[]	No
↳ dropout_pct		uint32	No
↳ regularization		int32	No	enum
↳ dropout		CMsgSteamLearnModelNodeDropout	No
↳ dropout_pct		uint32	No
↳ embedding		CMsgSteamLearnModelNodeEmbedding	No
↳ max_value		uint32	No
↳ compact_table		string	No
↳ embedding_width		uint32	No
↳ flatten		bool	No
↳ export_name		string	No
↳ embed_name		string	No
↳ train		CMsgSteamLearnModelNodeTrain	No
↳ input_count		uint32	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ compact_table		string	No
↳ loss		int32	No	enum
↳ learning_rate		float	No
↳ uses_weight_mask		bool	No
↳ label_smoothing		float	No
↳ conditional_extract		CMsgSteamLearnModelNodeConditionalExtract	No
↳ extract_filter_type		int32	No	enum
↳ extract_weight_type		int32	No	enum
↳ filter_info		CMsgSteamLearnModelNodeConditionalExtract_FilterInfo	No
↳ appid_release_recency_months		uint32	No
↳ appid_publisher_id		uint32	No
↳ appid_featured_tag_id		uint32	No
↳ appid_theme_tag_id		uint32	No
↳ weight_info		CMsgSteamLearnModelNodeConditionalExtract_WeightInfo	No
↳ appid_release_recency_bias		float	No
↳ input_number		uint32	No
↳ input_strength		float	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ concatenate		CMsgSteamLearnModelNodeConcatenate	No
↳ axis		uint32	No
↳ shuffle		CMsgSteamLearnModelNodeShuffle	No
↳ exclude_zeroes		bool	No
↳ synced_shuffle		CMsgSteamLearnModelNodeSyncedShuffle	No
↳ exclude_zeroes		bool	No
↳ onehot		CMsgSteamLearnModelNodeOnehot	No
↳ width		uint32	No
↳ compact_table		string	No
↳ multi_hot		bool	No
↳ explode		CMsgSteamLearnModelNodeExplode	No
↳ conditional_swap		CMsgSteamLearnModelNodeConditionalSwap	No
↳ kmeans		CMsgSteamLearnModelNodeKMeansCluster	No
↳ num_clusters		uint32	No
↳ name		string	No
↳ generate_clusters		bool	No
↳ combine		CMsgSteamLearnModelNodeCombine	No
↳ text_vectorization		CMsgSteamLearnModelNodeTextVectorization	No
↳ vocabulary_size		uint32	No
↳ standardize		int32	No	enum
↳ output		int32	No	enum
↳ sequence_length		uint32	No
↳ split		int32	No	enum
↳ ngrams		uint32	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ batch_normalization		CMsgSteamLearnModelNodeBatchNormalization	No
↳ normalize		CMsgSteamLearnModelNodeNormalize	No
↳ named_inference		CMsgSteamLearnModelNodeNamedInference	No
↳ name		string	No
↳ only_inference		bool	No
↳ dot		CMsgSteamLearnModelNodeDot	No
↳ normalize		bool	No
↳ extract		CMsgSteamLearnModelNodeExtract	No
↳ input_type		int32	No	enum
↳ mode		int32	No	enum
↳ exclusion		int32	No	enum
↳ selection		int32	No	enum
↳ bias_start		float	No
↳ bias_end		float	No
↳ input_bias_input_number		uint32	No
↳ input_bias_strength		float	No
↳ positive_sample_percent		uint32	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ recency_months		uint32	No
↳ fest_name		string	No
↳ conv_1d		CMsgSteamLearnModelNodeConv1D	No
↳ filters		uint32	No
↳ kernel_size		uint32	No
↳ strides		uint32	No
↳ activation		int32	No	enum
↳ max_pooling_1d		CMsgSteamLearnModelNodeMaxPooling1D	No
↳ pool_size		uint32	No
↳ strides		uint32	No
↳ flatten		CMsgSteamLearnModelNodeFlatten	No
↳ global_max_pooling		CMsgSteamLearnModelNodeGlobalMaxPooling1D	No
↳ transformer		CMsgSteamLearnModelNodeTransformer	No
↳ num_heads		uint32	No
↳ feedforward_size		uint32	No
↳ dropout_pct		uint32	No
↳ num_internal_blocks		uint32	No
↳ regularization		int32	No	enum
↳ external_embedding		CMsgSteamLearnModelNodeExternalEmbedding	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ embedding_name		string	No
↳ compact_table		string	No
↳ fetch_id		uint32	No
↳ exclude_missing		bool	No
↳ time_distributed_dense		CMsgSteamLearnModelNodeTimeDistributedDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ sequence_split		CMsgSteamLearnModelNodeSequenceSplit	No
↳ head_split_chance		uint32	No
↳ mid_split_chance		uint32	No
↳ tail_split_chance		uint32	No
↳ sequence_table_name		string	No
↳ compact_table_name		string	No
↳ weighted_average		CMsgSteamLearnModelNodeWeightedAverage	No
↳ axis		uint32	No
↳ use_weights		bool	No
↳ global_avg_pooling_1d		CMsgSteamLearnModelNodeGlobalAvgPooling1D	No
↳ token_mask		CMsgSteamLearnModelNodeTokenMask	No
↳ mask_pct		uint32	No
↳ mask_count_limit		uint32	No
↳ random_pct		uint32	No
↳ keep_pct		uint32	No
↳ masked_head		CMsgSteamLearnModelNodeMaskedHead	No
↳ token_transformer		CMsgSteamLearnModelNodeTokenTransformer	No
↳ vocabulary_size		uint32	No
↳ sequence_length		uint32	No
↳ embedding_width		uint32	No
↳ transformer_layers		uint32	No
↳ transformer_dim		uint32	No
↳ transformer_heads		uint32	No
↳ transformer_dropout_pct		uint32	No
↳ compact_table		string	No
↳ is_causal		bool	No
↳ is_set		bool	No
↳ external_model		CMsgSteamLearnModelNodeExternalModel	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ named_inference_name		string	No
↳ freeze_weights		bool	No
↳ unfrozen_layers		uint32	No
↳ reshape_2d		CMsgSteamLearnModelNodeReshape2D	No
↳ dimension		uint32	No
↳ row_extract		CMsgSteamLearnModelNodeRowExtract	No
↳ row		int32	No
↳ bert		CMsgSteamLearnModelNodeBert	No
↳ bert_tokenizer		CMsgSteamLearnModelNodeBertTokenizer	No
↳ bert_model		int32	No	enum
↳ sequence_length		uint32	No
↳ bert_finetune		CMsgSteamLearnModelNodeBertFinetune	No
↳ bert_model		int32	No	enum
↳ unfrozen_layers		uint32	No
↳ threshold		CMsgSteamLearnModelNodeThreshold	No
↳ threshold_value		float	No
↳ comparison		int32	No	enum
↳ logic		CMsgSteamLearnModelNodeLogic	No
↳ logic_operator		int32	No	enum
↳ snapshot_config		CMsgSteamLearnProjectSnapshotConfig	No
↳ snapshot_type		int32	No	enum
↳ config_account_ids		CMsgSteamLearnProjectSnapshotConfigAccountIDs	No
↳ percent		uint32	No
↳ activity_recency_days		uint32	No
↳ filter		int32	No	enum
↳ config_app_ids		CMsgSteamLearnProjectSnapshotConfigAppIDs	No
↳ percent		uint32	No
↳ release_recency_days		uint32	No
↳ config_other_project		CMsgSteamLearnProjectSnapshotConfigOtherProject	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ snapshot_schedule_type		int32	No	enum
↳ snapshot_schedule_day_of_week		uint32	No
↳ snapshot_schedule_day_of_month		uint32	No
↳ compress		bool	No
↳ job_count		uint32	No
↳ snapshot_schedule_hour_of_day		uint32	No
↳ config_data_source		CMsgSteamLearnProjectSnapshotConfigDataSource	No
↳ data_source_id		uint32	No
↳ train_config		CMsgSteamLearnTrainConfig	No
↳ fetch_workers		uint32	No
↳ fetch_chunk_size		uint32	No
↳ train_batch_size		uint32	No
↳ train_epoch_count		uint32	No
↳ train_loss_improvement_threshold		float	No
↳ train_no_loss_improvement_epoch_limit		uint32	No
↳ train_optimizer		int32	No	enum
↳ train_learning_rate		float	No
↳ train_gpu		int32	No	enum
↳ gpu_count		uint32	No
↳ mixed_precision		bool	No
↳ train_weight_decay		float	No
↳ train_clip_norm		float	No
↳ use_class_weights		bool	No
↳ train_warmup_steps		uint32	No
↳ train_warmup_start		float	No
↳ train_decay_steps		int32	No
↳ train_decay_rate		float	No
↳ profile_epoch		uint32	No
↳ profile_start_batch		uint32	No
↳ profile_end_batch		uint32	No
↳ snapshot_filter		CMsgSteamLearnProjectSnapshotFilter	No
↳ sample_reduce_percent		uint32	No
↳ histogram		CMsgSteamLearnProjectSnapshotFilterHistogram	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ num_buckets		uint32	No
↳ filter_range		CMsgSteamLearnProjectSnapshotFilterRange	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ map_data_element_sql_column[0]		CMsgSteamLearnProjectConfig_MapDataElementSqlColumnEntry[]	No
↳ key		string	No
↳ value		int32	No
↳ total_sql_columns		uint32	No
↳ data_retention_config		CMsgSteamLearnDataRetentionConfig	No
↳ snapshot_keep_duration_days		uint32	No
↳ fetch_keep_count		uint32	No
↳ scheduled_train_config		CMsgSteamLearnScheduledTrainConfig	No
↳ scheduled_type		int32	No	enum
↳ scheduled_minute		uint32	No
↳ scheduled_hour		uint32	No
↳ scheduled_day_of_week		uint32	No
↳ scheduled_day_of_month		uint32	No
↳ auto_activate_accuracy_threshold		float	No
↳ failed_auto_activate_emails		string	No
↳ fetch_infos[0]		CMsgSteamLearnFetchInfo[]	No
↳ fetch_id		uint32	No
↳ train_infos[0]		CMsgSteamLearnTrainInfo[]	No
↳ fetch_id		uint32	No
↳ train_id		uint32	No
↳ scheduled_train		bool	No
↳ auto_snapshot_pending		bool	No
↳ hidden		bool	No
↳ last_edit_time		uint32	No

UNDOCUMENTEDGetAccessTokens

Gets the access tokens needed for registering data sources, submitting data to them, and snapshotting projects

https://api.steampowered.com/ISteamLearnService/GetAccessTokens/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
appid		uint32	No

UNDOCUMENTEDGetBatchedStatus

https://api.steampowered.com/ISteamLearnService/GetBatchedStatus/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
fetch_requests[0]		CMsgSteamLearn_GetFetchStatus_Request[]	No
↳ project_id		uint32	No
↳ fetch_id		uint32	No
train_requests[0]		CMsgSteamLearn_GetTrainStatus_Request[]	No
↳ project_id		uint32	No
↳ train_id		uint32	No

UNDOCUMENTEDGetEmbeddingValues

https://api.steampowered.com/ISteamLearnService/GetEmbeddingValues/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
published_version		uint32	No
train_id		uint32	No
export_name		string	No
numerical_values[0]		uint32[]	No
fetch_id		uint32	No

UNDOCUMENTEDGetFetchStatus

https://api.steampowered.com/ISteamLearnService/GetFetchStatus/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
fetch_id		uint32	No

UNDOCUMENTEDGetFetchStatusVersions

https://api.steampowered.com/ISteamLearnService/GetFetchStatusVersions/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
published_version		uint32	No

UNDOCUMENTEDGetLogEvents

https://api.steampowered.com/ISteamLearnService/GetLogEvents/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
look_behind_days		uint32	No
look_ahead_days		uint32	No
start_timestamp		uint32	No
end_timestamp		uint32	No
project_id		uint32	No
published_version		uint32	No

UNDOCUMENTEDGetNearestEmbedding

https://api.steampowered.com/ISteamLearnService/GetNearestEmbedding/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
published_version		uint32	No
train_id		uint32	No
export_name		string	No
result_count		uint32	No
values[0]		float[]	No
fetch_id		uint32	No
popularity_weight		uint32	No
focus_weight		uint32	No
scope_items[0]		uint32[]	No
scope_range		uint32	No
scope_decay_range		uint32	No
scope_decay_strength		uint32	No

UNDOCUMENTEDGetProjectConfig

https://api.steampowered.com/ISteamLearnService/GetProjectConfig/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
published_version		uint32	No

UNDOCUMENTEDGetProjectStatus

https://api.steampowered.com/ISteamLearnService/GetProjectStatus/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
request_all		CMsgSteamLearn_ProjectStatus_Request_RequestAll	No
↳ timestamp_start		uint32	No
↳ timestamp_end		uint32	No
request_specific		CMsgSteamLearn_ProjectStatus_Request_RequestSpecific	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ timestamp_start		uint32	No
↳ timestamp_end		uint32	No
request_train		CMsgSteamLearn_ProjectStatus_Request_RequestTrain	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ fetch_id		uint32	No
↳ train_id		uint32	No

UNDOCUMENTEDGetSnapshotStatus

https://api.steampowered.com/ISteamLearnService/GetSnapshotStatus/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
published_version		uint32	No
snapshot_example_count		uint32	No

UNDOCUMENTEDGetTrainLogs

https://api.steampowered.com/ISteamLearnService/GetTrainLogs/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
fetch_id		uint32	No
train_id		uint32	No

UNDOCUMENTEDGetTrainStatus

https://api.steampowered.com/ISteamLearnService/GetTrainStatus/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
train_id		uint32	No

UNDOCUMENTEDGetTrainStatusVersions

https://api.steampowered.com/ISteamLearnService/GetTrainStatusVersions/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
published_version		uint32	No

UNDOCUMENTEDPOSTInference

Inferences using supplied data, or data associated with the specified key.

https://api.steampowered.com/ISteamLearnService/Inference/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
access_token		string	No
access_data		CMsgSteamLearn_AccessData	No
↳ publisher_id		uint32	No
↳ timestamp		uint32	No
↳ random_value		uint64	No
project_id		uint32	No
published_version		uint32	No
override_train_id		uint32	No
data		CMsgSteamLearnDataList	No
↳ data[0]		CMsgSteamLearnData[]	No
↳ data_source_id		uint32	No
↳ keys[0]		uint64[]	No
↳ data_object		CMsgSteamLearnDataObject	No
↳ elements[0]		CMsgSteamLearnDataElement[]	No
↳ name		string	No
↳ data_int32s[0]		int32[]	No
↳ data_floats[0]		float[]	No
↳ data_bools[0]		bool[]	No
↳ data_strings[0]		string[]	No
↳ data_objects[0]		CMsgSteamLearnDataObject[]	No
additional_data[0]		float[]	No
keys[0]		uint64[]	No
named_inference		string	No
inference_iterations		uint32	No
weighted_items[0]		uint32[]	No
item_weights[0]		float[]	No
iterate_beam_search		CMsgInferenceIterateBeamSearch	No
↳ beam_length		uint32	No
↳ beam_width		uint32	No
↳ item_decay		float	No
↳ next_item_count		uint32	No
↳ item_scalars[0]		CMsgInferenceIterateBeamSearch.CustomItemScalar[]	No
↳ item		uint32	No
↳ scale		float	No
↳ item_sequence_end		uint32	No
↳ item_sequence_end_threshold		float	No
↳ repeat_multiplier		float	No
debug_spew		uint32	No

UNDOCUMENTEDPOSTInferenceBackend

https://api.steampowered.com/ISteamLearnService/InferenceBackend/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
fetch_id		uint32	No
train_id		uint32	No
additional_data[0]		uint32[]	No
keys[0]		uint64[]	No
data[0]		CMsgSteamLearnRawDataElement[]	No
↳ float_value		float	No
↳ string_value		string	No
named_inference		string	No
inference_iterations		uint32	No
weighted_items[0]		uint32[]	No
item_weights[0]		float[]	No
iterate_beam_search		CMsgInferenceIterateBeamSearch	No
↳ beam_length		uint32	No
↳ beam_width		uint32	No
↳ item_decay		float	No
↳ next_item_count		uint32	No
↳ item_scalars[0]		CMsgInferenceIterateBeamSearch.CustomItemScalar[]	No
↳ item		uint32	No
↳ scale		float	No
↳ item_sequence_end		uint32	No
↳ item_sequence_end_threshold		float	No
↳ repeat_multiplier		float	No
debug_spew		uint32	No

UNDOCUMENTEDPOSTInferenceMetadata

Requests the metadata that was generated from a specified fetch.

https://api.steampowered.com/ISteamLearnService/InferenceMetadata/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
access_token		string	No
access_data		CMsgSteamLearn_AccessData	No
↳ publisher_id		uint32	No
↳ timestamp		uint32	No
↳ random_value		uint64	No
project_id		uint32	No
published_version		uint32	No
override_train_id		uint32	No

UNDOCUMENTEDPOSTRegisterDataSource

Registers a data desc (or finds a data desc if it's already registered).

https://api.steampowered.com/ISteamLearnService/RegisterDataSource/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
access_token		string	No
access_data		CMsgSteamLearn_AccessData	No
↳ publisher_id		uint32	No
↳ timestamp		uint32	No
↳ random_value		uint64	No
data_source		CMsgSteamLearnDataSource	No
↳ id		uint32	No
↳ name		string	No
↳ version		uint32	No
↳ source_description		string	No
↳ structure		CMsgSteamLearnDataSourceDescObject	No
↳ elements[0]		CMsgSteamLearnDataSourceDescElement[]	No
↳ name		string	No
↳ data_type		ESteamLearnDataType	No	enum
↳ object		CMsgSteamLearnDataSourceDescObject	No
↳ count		uint32	No
↳ structure_crc		uint32	No
↳ cache_duration_seconds		uint32	No

UNDOCUMENTEDSetTrainLive

https://api.steampowered.com/ISteamLearnService/SetTrainLive/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_id		uint32	No
published_version		uint32	No
train_id		uint32	No
from_scheduled		bool	No
deactivate		bool	No

UNDOCUMENTEDPOSTSnapshotProject

Snapshots the current data for a project.

https://api.steampowered.com/ISteamLearnService/SnapshotProject/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
access_token		string	No
access_data		CMsgSteamLearn_AccessData	No
↳ publisher_id		uint32	No
↳ timestamp		uint32	No
↳ random_value		uint64	No
project_id		uint32	No
published_version		uint32	No
keys[0]		uint64[]	No
data		CMsgSteamLearnData	No
pending_data_limit_seconds		uint32	No
data[0]		CMsgSteamLearnData[]	No
↳ data_source_id		uint32	No
↳ keys[0]		uint64[]	No
↳ data_object		CMsgSteamLearnDataObject	No
↳ elements[0]		CMsgSteamLearnDataElement[]	No
↳ name		string	No
↳ data_int32s[0]		int32[]	No
↳ data_floats[0]		float[]	No
↳ data_bools[0]		bool[]	No
↳ data_strings[0]		string[]	No
↳ data_objects[0]		CMsgSteamLearnDataObject[]	No

UNDOCUMENTEDPOSTTrain

https://api.steampowered.com/ISteamLearnService/Train/v1/

Name	Value	Type	Required	Description
key	click to set	string	Yes	Access key
project_config		CMsgSteamLearnProjectConfig	No
↳ project_id		uint32	No
↳ publish_time		uint32	No
↳ published_version		uint32	No
↳ data_source_ids[0]		uint32[]	No
↳ data_source_element_usages[0]		CMsgSteamLearnDataSourceElementUsage[]	No
↳ data_source_id		uint32	No
↳ data_element_path		string	No
↳ is_string		bool	No
↳ input		uint32	No
↳ sql_column		uint32	No
↳ preprocessing_type		int32	No	enum
↳ min_range		float	No
↳ max_range		float	No
↳ std_dev		float	No
↳ compact_table		string	No
↳ compact_table_count		uint32	No
↳ sequence_table		string	No
↳ sequence_table_count		uint32	No
↳ sort_sequence		bool	No
↳ sequence_min_length		uint32	No
↳ table_full_sample		bool	No
↳ sequence_prefix_frequency		float	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ dropout_pct		uint32	No
↳ project_nodes[0]		CMsgSteamLearnProjectNode[]	No
↳ node_id		uint32	No
↳ location_x		int32	No
↳ location_y		int32	No
↳ comment		string	No
↳ type		int32	No	enum
↳ connectors[0]		CMsgSteamLearnProjectNodeConnector[]	No
↳ connector_id		uint32	No
↳ linked_connector_ids[0]		uint32[]	No
↳ is_input_connector		bool	No
↳ input		CMsgSteamLearnModelNodeInput	No
↳ input_num		uint32	No
↳ inference_iterate		bool	No
↳ dense		CMsgSteamLearnModelNodeDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ regularization		int32	No	enum
↳ dense_stack		CMsgSteamLearnModelNodeDenseStack	No
↳ activation		int32	No	enum
↳ width[0]		uint32[]	No
↳ dropout_pct		uint32	No
↳ regularization		int32	No	enum
↳ dropout		CMsgSteamLearnModelNodeDropout	No
↳ dropout_pct		uint32	No
↳ embedding		CMsgSteamLearnModelNodeEmbedding	No
↳ max_value		uint32	No
↳ compact_table		string	No
↳ embedding_width		uint32	No
↳ flatten		bool	No
↳ export_name		string	No
↳ embed_name		string	No
↳ train		CMsgSteamLearnModelNodeTrain	No
↳ input_count		uint32	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ compact_table		string	No
↳ loss		int32	No	enum
↳ learning_rate		float	No
↳ uses_weight_mask		bool	No
↳ label_smoothing		float	No
↳ conditional_extract		CMsgSteamLearnModelNodeConditionalExtract	No
↳ extract_filter_type		int32	No	enum
↳ extract_weight_type		int32	No	enum
↳ filter_info		CMsgSteamLearnModelNodeConditionalExtract_FilterInfo	No
↳ appid_release_recency_months		uint32	No
↳ appid_publisher_id		uint32	No
↳ appid_featured_tag_id		uint32	No
↳ appid_theme_tag_id		uint32	No
↳ weight_info		CMsgSteamLearnModelNodeConditionalExtract_WeightInfo	No
↳ appid_release_recency_bias		float	No
↳ input_number		uint32	No
↳ input_strength		float	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ concatenate		CMsgSteamLearnModelNodeConcatenate	No
↳ axis		uint32	No
↳ shuffle		CMsgSteamLearnModelNodeShuffle	No
↳ exclude_zeroes		bool	No
↳ synced_shuffle		CMsgSteamLearnModelNodeSyncedShuffle	No
↳ exclude_zeroes		bool	No
↳ onehot		CMsgSteamLearnModelNodeOnehot	No
↳ width		uint32	No
↳ compact_table		string	No
↳ multi_hot		bool	No
↳ explode		CMsgSteamLearnModelNodeExplode	No
↳ conditional_swap		CMsgSteamLearnModelNodeConditionalSwap	No
↳ kmeans		CMsgSteamLearnModelNodeKMeansCluster	No
↳ num_clusters		uint32	No
↳ name		string	No
↳ generate_clusters		bool	No
↳ combine		CMsgSteamLearnModelNodeCombine	No
↳ text_vectorization		CMsgSteamLearnModelNodeTextVectorization	No
↳ vocabulary_size		uint32	No
↳ standardize		int32	No	enum
↳ output		int32	No	enum
↳ sequence_length		uint32	No
↳ split		int32	No	enum
↳ ngrams		uint32	No
↳ other_project_id		uint32	No
↳ other_fetch_id		uint32	No
↳ batch_normalization		CMsgSteamLearnModelNodeBatchNormalization	No
↳ normalize		CMsgSteamLearnModelNodeNormalize	No
↳ named_inference		CMsgSteamLearnModelNodeNamedInference	No
↳ name		string	No
↳ only_inference		bool	No
↳ dot		CMsgSteamLearnModelNodeDot	No
↳ normalize		bool	No
↳ extract		CMsgSteamLearnModelNodeExtract	No
↳ input_type		int32	No	enum
↳ mode		int32	No	enum
↳ exclusion		int32	No	enum
↳ selection		int32	No	enum
↳ bias_start		float	No
↳ bias_end		float	No
↳ input_bias_input_number		uint32	No
↳ input_bias_strength		float	No
↳ positive_sample_percent		uint32	No
↳ compact_table		string	No
↳ extracted_compact_table		string	No
↳ recency_months		uint32	No
↳ fest_name		string	No
↳ conv_1d		CMsgSteamLearnModelNodeConv1D	No
↳ filters		uint32	No
↳ kernel_size		uint32	No
↳ strides		uint32	No
↳ activation		int32	No	enum
↳ max_pooling_1d		CMsgSteamLearnModelNodeMaxPooling1D	No
↳ pool_size		uint32	No
↳ strides		uint32	No
↳ flatten		CMsgSteamLearnModelNodeFlatten	No
↳ global_max_pooling		CMsgSteamLearnModelNodeGlobalMaxPooling1D	No
↳ transformer		CMsgSteamLearnModelNodeTransformer	No
↳ num_heads		uint32	No
↳ feedforward_size		uint32	No
↳ dropout_pct		uint32	No
↳ num_internal_blocks		uint32	No
↳ regularization		int32	No	enum
↳ external_embedding		CMsgSteamLearnModelNodeExternalEmbedding	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ embedding_name		string	No
↳ compact_table		string	No
↳ fetch_id		uint32	No
↳ exclude_missing		bool	No
↳ time_distributed_dense		CMsgSteamLearnModelNodeTimeDistributedDense	No
↳ activation		int32	No	enum
↳ width		uint32	No
↳ sequence_split		CMsgSteamLearnModelNodeSequenceSplit	No
↳ head_split_chance		uint32	No
↳ mid_split_chance		uint32	No
↳ tail_split_chance		uint32	No
↳ sequence_table_name		string	No
↳ compact_table_name		string	No
↳ weighted_average		CMsgSteamLearnModelNodeWeightedAverage	No
↳ axis		uint32	No
↳ use_weights		bool	No
↳ global_avg_pooling_1d		CMsgSteamLearnModelNodeGlobalAvgPooling1D	No
↳ token_mask		CMsgSteamLearnModelNodeTokenMask	No
↳ mask_pct		uint32	No
↳ mask_count_limit		uint32	No
↳ random_pct		uint32	No
↳ keep_pct		uint32	No
↳ masked_head		CMsgSteamLearnModelNodeMaskedHead	No
↳ token_transformer		CMsgSteamLearnModelNodeTokenTransformer	No
↳ vocabulary_size		uint32	No
↳ sequence_length		uint32	No
↳ embedding_width		uint32	No
↳ transformer_layers		uint32	No
↳ transformer_dim		uint32	No
↳ transformer_heads		uint32	No
↳ transformer_dropout_pct		uint32	No
↳ compact_table		string	No
↳ is_causal		bool	No
↳ is_set		bool	No
↳ external_model		CMsgSteamLearnModelNodeExternalModel	No
↳ project_id		uint32	No
↳ train_id		uint32	No
↳ named_inference_name		string	No
↳ freeze_weights		bool	No
↳ unfrozen_layers		uint32	No
↳ reshape_2d		CMsgSteamLearnModelNodeReshape2D	No
↳ dimension		uint32	No
↳ row_extract		CMsgSteamLearnModelNodeRowExtract	No
↳ row		int32	No
↳ bert		CMsgSteamLearnModelNodeBert	No
↳ bert_tokenizer		CMsgSteamLearnModelNodeBertTokenizer	No
↳ bert_model		int32	No	enum
↳ sequence_length		uint32	No
↳ bert_finetune		CMsgSteamLearnModelNodeBertFinetune	No
↳ bert_model		int32	No	enum
↳ unfrozen_layers		uint32	No
↳ threshold		CMsgSteamLearnModelNodeThreshold	No
↳ threshold_value		float	No
↳ comparison		int32	No	enum
↳ logic		CMsgSteamLearnModelNodeLogic	No
↳ logic_operator		int32	No	enum
↳ snapshot_config		CMsgSteamLearnProjectSnapshotConfig	No
↳ snapshot_type		int32	No	enum
↳ config_account_ids		CMsgSteamLearnProjectSnapshotConfigAccountIDs	No
↳ percent		uint32	No
↳ activity_recency_days		uint32	No
↳ filter		int32	No	enum
↳ config_app_ids		CMsgSteamLearnProjectSnapshotConfigAppIDs	No
↳ percent		uint32	No
↳ release_recency_days		uint32	No
↳ config_other_project		CMsgSteamLearnProjectSnapshotConfigOtherProject	No
↳ project_id		uint32	No
↳ published_version		uint32	No
↳ snapshot_schedule_type		int32	No	enum
↳ snapshot_schedule_day_of_week		uint32	No
↳ snapshot_schedule_day_of_month		uint32	No
↳ compress		bool	No
↳ job_count		uint32	No
↳ snapshot_schedule_hour_of_day		uint32	No
↳ config_data_source		CMsgSteamLearnProjectSnapshotConfigDataSource	No
↳ data_source_id		uint32	No
↳ train_config		CMsgSteamLearnTrainConfig	No
↳ fetch_workers		uint32	No
↳ fetch_chunk_size		uint32	No
↳ train_batch_size		uint32	No
↳ train_epoch_count		uint32	No
↳ train_loss_improvement_threshold		float	No
↳ train_no_loss_improvement_epoch_limit		uint32	No
↳ train_optimizer		int32	No	enum
↳ train_learning_rate		float	No
↳ train_gpu		int32	No	enum
↳ gpu_count		uint32	No
↳ mixed_precision		bool	No
↳ train_weight_decay		float	No
↳ train_clip_norm		float	No
↳ use_class_weights		bool	No
↳ train_warmup_steps		uint32	No
↳ train_warmup_start		float	No
↳ train_decay_steps		int32	No
↳ train_decay_rate		float	No
↳ profile_epoch		uint32	No
↳ profile_start_batch		uint32	No
↳ profile_end_batch		uint32	No
↳ snapshot_filter		CMsgSteamLearnProjectSnapshotFilter	No
↳ sample_reduce_percent		uint32	No
↳ histogram		CMsgSteamLearnProjectSnapshotFilterHistogram	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ num_buckets		uint32	No
↳ filter_range		CMsgSteamLearnProjectSnapshotFilterRange	No
↳ data_element_path		string	No
↳ min_value		float	No
↳ max_value		float	No
↳ map_data_element_sql_column[0]		CMsgSteamLearnProjectConfig_MapDataElementSqlColumnEntry[]	No
↳ key		string	No
↳ value		int32	No
↳ total_sql_columns		uint32	No
↳ data_retention_config		CMsgSteamLearnDataRetentionConfig	No
↳ snapshot_keep_duration_days		uint32	No
↳ fetch_keep_count		uint32	No
↳ scheduled_train_config		CMsgSteamLearnScheduledTrainConfig	No
↳ scheduled_type		int32	No	enum
↳ scheduled_minute		uint32	No
↳ scheduled_hour		uint32	No
↳ scheduled_day_of_week		uint32	No
↳ scheduled_day_of_month		uint32	No
↳ auto_activate_accuracy_threshold		float	No
↳ failed_auto_activate_emails		string	No
↳ fetch_infos[0]		CMsgSteamLearnFetchInfo[]	No
↳ fetch_id		uint32	No
↳ train_infos[0]		CMsgSteamLearnTrainInfo[]	No
↳ fetch_id		uint32	No
↳ train_id		uint32	No
↳ scheduled_train		bool	No
↳ auto_snapshot_pending		bool	No
↳ hidden		bool	No
↳ last_edit_time		uint32	No
fetch		CMsgSteamLearn_Train_Request_Fetch	No
↳ fetch_id		uint32	No
↳ request_cancel		bool	No
train		CMsgSteamLearn_Train_Request_Train	No
↳ train_id		uint32	No
↳ request_cancel		bool	No
↳ scheduled_train		bool	No