These commits are when the Protocol Buffers files have changed: (only the last 100 relevant commits are shown)
| Commit: | 6e74dff | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Expose optional UI link for tuners PiperOrigin-RevId: 936538931
The documentation is generated from this commit.
| Commit: | 1d8fbf5 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Hyperparameter tuner improvements - Added an XManager tuner example - Fixed various typos - Small refactoring of the tuning loop to unify distributed and local code PiperOrigin-RevId: 936505353
| Commit: | 88fd016 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] HP tuner improvements PiperOrigin-RevId: 935956548
| Commit: | 644acd1 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Expose UI link for tuners PiperOrigin-RevId: 935999190
| Commit: | 626d487 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add support for MSLE metric PiperOrigin-RevId: 926632117
| Commit: | 3847463 | |
|---|---|---|
| Author: | Guido Muscioni | |
| Committer: | Copybara-Service | |
[YDF] Add full end-to-end support for custom Python secondary metrics in Gradient Boosted Trees PiperOrigin-RevId: 923450822
| Commit: | 3e0030d | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add field to track the "time" in the GBT training logs. PiperOrigin-RevId: 918411936
| Commit: | db60d19 | |
|---|---|---|
| Author: | Guido Muscioni | |
| Committer: | Copybara-Service | |
[YDF] Add early stopping triggered status to Gradient Boosted Trees model to track whether early stopping was triggered during training. PiperOrigin-RevId: 897708990
| Commit: | 651ceb0 | |
|---|---|---|
| Author: | Louis Lai | |
| Committer: | Copybara-Service | |
[YDF] Java Standalone: Add support for initialising with custom resource path PiperOrigin-RevId: 892602172
| Commit: | 42bbec3 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Release PYDF 0.16.0 and YDF-TF 2.21.0 This change includes the required dependency updates, including a new endian tool to accomodate the deprecation of the absl endian tooling. PiperOrigin-RevId: 885049789
| Commit: | 4f2eebb | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Kernel-compatible C export PiperOrigin-RevId: 876277038
| Commit: | 60e869d | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add an option for C export and rename CC -> Cpp in the proto PiperOrigin-RevId: 875598832
| Commit: | 78152de | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add option to explicitly pass label classes Note that this fixes a bug where pruning for max_vocab_count did not increase the number of OOD examples. In rare cases, this might lead to a change in behaviour: If many examples are pruned through this rule, the OOD item can become the most frequent item, which changes the behaviour of the global imputation. PiperOrigin-RevId: 853739268
| Commit: | 1ee2e12 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
Rollback of: [YDF] Add option to explicitly pass label classes PiperOrigin-RevId: 852892560
| Commit: | 325b2d3 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add option to explicitly pass label classes Note that this fixes a bug where pruning for max_vocab_count did not increase the number of OOD examples. In rare cases, this might lead to a change in behaviour: If many examples are pruned through this rule, the OOD item can become the most frequent item, which changes the behaviour of the global imputation. PiperOrigin-RevId: 852772987
| Commit: | 9bd1a35 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Initialize multinomial initial predictions from priors PiperOrigin-RevId: 841758855
| Commit: | 6d56019 | |
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| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Typo fixes PiperOrigin-RevId: 838731846
| Commit: | 5a1bf38 | |
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| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Implementation of the guided oblique splits. Currently, guided oblique splits are only available for non-hessian gbts. PiperOrigin-RevId: 834889036
| Commit: | c454c55 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Rename winner_take_all HP to winner_takes_all PiperOrigin-RevId: 800347994
| Commit: | 587f15b | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add split column for synthetic datasets PiperOrigin-RevId: 826494497
| Commit: | 6cc0dab | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Fix output_logits for slow prediction engine This unifies the handling of output_logits in the slow prediction engines. This is a breaking change (see below). If `output_logits` is set on a model, the slow engine will populate the new `logits` field on the prediction proto. Otherwise, this field is not populated. The `distribution` field on the proto is **always** with the probabilities. The latter is a breaking change / bugfix, since the distribution field was previously populated with the logits in some cases. PiperOrigin-RevId: 825085209
| Commit: | 749f86d | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Java Standalone: Add specialized conversion PiperOrigin-RevId: 810796390
| Commit: | aaee682 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Refactor Standalone export to support multiple languages Java standalone export part 1/n PiperOrigin-RevId: 801861447
| Commit: | 31418e6 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Refactor honest splitting to be more easily reproducible. PiperOrigin-RevId: 800829687
| Commit: | 75925d5 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Expose in-bag sampled examples idxs for Random Forests This CL introduces `learner.in_bag_example_indices()`, which returns the in-bag samples used by bootstrapping in Random Forests. Fixes #200 PiperOrigin-RevId: 793523861
| Commit: | 2712501 | |
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| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Generate c++ code to create categorical feature enum values from string. PiperOrigin-RevId: 785741501
| Commit: | 9be1724 | |
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| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add usage monitoring in the standalone inference code. PiperOrigin-RevId: 781886537
| Commit: | 412128a | |
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| Author: | Yggdrasil Decision Forests Team | |
| Committer: | Copybara-Service | |
Add Survival Analysis task to GBT with Cox Proportional Hazards negative log loss function. PiperOrigin-RevId: 780726376
| Commit: | dd9278a | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Change default algorithm used by YDF Standalone PiperOrigin-RevId: 780094219
| Commit: | 0177a49 | |
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| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Model embedding function in python PiperOrigin-RevId: 779181417
| Commit: | b420d3f | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] GBT Training Logs PiperOrigin-RevId: 778868660
| Commit: | 0d31c83 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add HP to enable/disable vector sequence condition type PiperOrigin-RevId: 778011716
| Commit: | da7e90d | |
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| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Refactorization of the code and first part of the Routing algorithm. PiperOrigin-RevId: 776584496
| Commit: | c9e8505 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Embed YDF model in binary [Part 5] Accumulator struct. PiperOrigin-RevId: 766542449
| Commit: | 2d1454c | |
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| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add num_threads for cross validation tuning PiperOrigin-RevId: 764318987
| Commit: | ed6411e | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Enable Cross-Validation for Hyperparameter Tuning PiperOrigin-RevId: 764220079
| Commit: | 273ba6c | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Embed YDF model in binary [Part 4] Output signature. PiperOrigin-RevId: 764120407
| Commit: | 6c03602 | |
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| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Embed YDF model in binary [Part 1] Code structure for the CC export. PiperOrigin-RevId: 763780409
| Commit: | 83ab869 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add Mean Average Precision Metric PiperOrigin-RevId: 762303928
| Commit: | bbf46c8 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add support for survival analysis PiperOrigin-RevId: 760665297
| Commit: | 9f2f1b7 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
SHAP values in the prediction analysis. PiperOrigin-RevId: 758671143
| Commit: | 1d120b9 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add total_max_num_nodes_hyperparameter to C++ PiperOrigin-RevId: 756751520
| Commit: | 2e669f4 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Expose the sum of abs values of the shape values as a measure of variable importance. PiperOrigin-RevId: 756641315
| Commit: | 6b84b4a | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Allow custom fields in model metadata PiperOrigin-RevId: 755822672
| Commit: | b9e968c | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
Optimize handling of indicator labels in NDCG PiperOrigin-RevId: 745955921
| Commit: | 4ddbf46 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Clarify NDCG implementation Fix typos, add comments, bring notation closer to the paper. More meaningful tests that no longer rely on outcome of random values. PiperOrigin-RevId: 745609685
| Commit: | f71ff3d | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Configure the features and feature orders in the model & prediction analysis. PiperOrigin-RevId: 742296003
| Commit: | d41c040 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] [TF-DF] Fix handling of byte values in CategoricalSpec PiperOrigin-RevId: 733329637
| Commit: | 03f69f4 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Replace a directory move operation (executed by the manager) by multiple file move operations (executed by workers) for distributed GBT training. PiperOrigin-RevId: 730769512
| Commit: | c94bc47 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Save / Load deep models PiperOrigin-RevId: 728685775
| Commit: | 83220b5 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Richard Stotz | |
Remove CHECK / FATAL from training code. PiperOrigin-RevId: 723457491
| Commit: | e539028 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Richard Stotz | |
[YDF] Add PDPs for deep models PiperOrigin-RevId: 725207520
| Commit: | a845b13 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Richard Stotz | |
Fix OSS build. PiperOrigin-RevId: 720170531
| Commit: | 750504d | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Richard Stotz | |
mplement Anchor forests (Part 2) PiperOrigin-RevId: 715752402
| Commit: | b98a119 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add PDPs for deep models PiperOrigin-RevId: 725207520
| Commit: | a7fde2a | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Remove CHECK / FATAL from training code. PiperOrigin-RevId: 723457491
| Commit: | b89f193 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Richard Stotz | |
Fix OSS build. PiperOrigin-RevId: 720170531
| Commit: | e17668b | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
mplement Anchor forests (Part 2) PiperOrigin-RevId: 715752402
| Commit: | ca346cb | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add sparse_oblique_max_num_projections hyperparameter PiperOrigin-RevId: 701891284
| Commit: | fd34b13 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Oblique: Add integer weights PiperOrigin-RevId: 701890429
| Commit: | bd66459 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Oblique: Add power of two weights PiperOrigin-RevId: 701863564
| Commit: | e7c0eb7 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Deprecate SparseObliqueSplit.binary_weights hyperparameter In favor of `SparseObliqueSplit.weights`. PiperOrigin-RevId: 701854322
| Commit: | 82dc873 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add standalone evaluation PiperOrigin-RevId: 700701433
| Commit: | a4cccb6 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Fix regression / ranking CEP PiperOrigin-RevId: 700678738
| Commit: | 075e567 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Feature selection (part 2) PiperOrigin-RevId: 699129506
| Commit: | 2e16cb8 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Implement Anchor forests (slow condition eval; p1) PiperOrigin-RevId: 698739620
| Commit: | 52c6ae0 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add support for sequence vector features PiperOrigin-RevId: 688968619
| Commit: | e315892 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Remove TF from YDF build process. PiperOrigin-RevId: 688884179
| Commit: | 1c59e9d | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Richard Stotz | |
Read avro files without dependencies (part 7; last one!) PiperOrigin-RevId: 684390907
| Commit: | 9ae9347 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Read avro files without dependencies (part 7; last one!) PiperOrigin-RevId: 684390907
| Commit: | a95ab83 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Enable distributed training for Ranking GBT. PiperOrigin-RevId: 676466613
| Commit: | a7c8db2 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Store loss options in the model PiperOrigin-RevId: 676427940
| Commit: | 7dafafd | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Move loss options definition Old: learner/gradient_boosted_trees/gradient_boosted_trees.proto New: model/gradient_boosted_trees/gradient_boosted_trees.proto PiperOrigin-RevId: 676396458
| Commit: | 0d66aba | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Fix Hyperparameter definition of NDCG truncation This change adds a few fixes to the NDCG truncation - Add a Python test that the learner correctly truncates - Simplify the proto by re-using the existing LambdMart options proto - Set the different ranking options as mutually exclusive hyperparameters - Fix the definition of the truncation hyperparameters as integers PiperOrigin-RevId: 676387366
| Commit: | ec48a7b | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add parameter to control the maximum duration of the model analysis. Default to 10 seconds. PiperOrigin-RevId: 675552053
| Commit: | 8b04210 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Allow configuring the truncation of NDCG losses PiperOrigin-RevId: 675173198
| Commit: | d5630e6 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Rename LAMBDA_MART_NDCG5 to LAMBDA_MART_NDCG We want to make the truncation parameter configurable. Renaming the loss is the first step. PiperOrigin-RevId: 675162089
| Commit: | 2c77d15 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Multi-threaded model prediction and evaluation PiperOrigin-RevId: 675092823
| Commit: | 0b87800 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add support for compressed tfrecords without tf dependencies. PiperOrigin-RevId: 673388515
| Commit: | b080eab | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Allow prediction and evaluation with slow engine in Python PiperOrigin-RevId: 671272015
| Commit: | 579c3b8 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Clean up PYDF learner parameters PYDF exposes some parameters on every learner that are only supported on some of them. This change cleans up the lists of hyperparameters. This change also fixes some of the documentation of the learners. PiperOrigin-RevId: 668420630
| Commit: | 00f1c20 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add anomaly detection quality tests PiperOrigin-RevId: 665378493
| Commit: | cb01a4d | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Detect user-supplied hyperparameters, Also fixes hyperparameter handling in Isolation Forests PiperOrigin-RevId: 655910265
| Commit: | 4a01e16 | |
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| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Large amount of clean-up and refactors in preparation to layer-wise learning PiperOrigin-RevId: 653984280
| Commit: | 86f7edf | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Anomaly detection; Enable model and prediction analysis of isolation forest models (part 6) PiperOrigin-RevId: 644041112
| Commit: | 887b122 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Anomaly detection; Isolation forest c++ learner (part 4) PiperOrigin-RevId: 643984861
| Commit: | 933e38d | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Anomaly detection; Isolation forest c++ model (part 3) PiperOrigin-RevId: 643984185
| Commit: | f319589 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Anomaly detection; ccleaner + decision tree utilities (part 2) PiperOrigin-RevId: 642919627
| Commit: | 33c15ad | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Anomaly detection; Create the ANOMALY_DETECTION task (part 1) PiperOrigin-RevId: 642918719
| Commit: | 2ec3887 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Internal representation of a forest before beeing converted to Jax code PiperOrigin-RevId: 627328319
| Commit: | d6c9ce3 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Store the training dataset feature dtypes and use it when exporting a model to TensorFlow. PiperOrigin-RevId: 624114118
| Commit: | 68053b9 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Expose max_num_projections hyperparameter Also improve documentation of hyperparameters for oblique splits, in particular fixing the incorrect documentation for the density parameter PiperOrigin-RevId: 615017123
| Commit: | f1ea1e5 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add support for model serialization / unserialization to std::string in the C++ API. PiperOrigin-RevId: 610774439
| Commit: | 50a3f02 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
Prepare release of TF-DF 1.9.0rc0 and YDF 1.9.0rc0 PiperOrigin-RevId: 610665881
| Commit: | dfe9124 | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
No change PiperOrigin-RevId: 602751469
| Commit: | e69b925 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[PYDF] Fix TF-DF model loading when using categorical columns PiperOrigin-RevId: 599743316
| Commit: | 65316b7 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[PYDF] Fix confusion table. Checked that the result now matches the CLI output. PiperOrigin-RevId: 589119576
| Commit: | 639861a | |
|---|---|---|
| Author: | Mathieu Guillame-Bert | |
| Committer: | Copybara-Service | |
Add actionnable error when training with monotonic constraints and keep_non_leaf_label_distribution=false. PiperOrigin-RevId: 588829949
| Commit: | 46b7cbb | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Remove unused proto import PiperOrigin-RevId: 586238575
| Commit: | 4639143 | |
|---|---|---|
| Author: | Richard Stotz | |
| Committer: | Copybara-Service | |
[YDF] Add allow_tokenization_for_inference_as_categorical_set to dataspec guide PiperOrigin-RevId: 584879316