Palladium
Installation
Install from PyPI
Install from binstar
Install from source
Tutorial
Run the Iris example
Understand Iris’ config.py
Deployment
Web server installation
Building a Docker image with your Palladium application
Setup Palladium with Mesos / Marathon and Docker
Authorization
Web service
Predict
Alive
Scripts
pld-fit:
train models
pld-test:
test models
pld-devserver:
serve the web API
pld-stream:
make predictions through stdin and stdout
pld-grid-search:
find optimal hyperparameters
pld-list:
list available models
pld-admin:
administer available models
pld-version:
display version number
pld-upgrade:
upgrade database
Upgrading
Upgrading the database
Backward incompatibilities in code
R support
Julia support
Frequently asked questions
How do I contribute to Palladium?
How do I configure where output is logged to?
How can I combine Palladium with my logging or monitoring solution?
How can I use Python 3 without messing up with my Python 2 projects?
Where can I find information if there are problems installing numpy, scipy, or scikit-learn?
How do I use a custom cross validation iterator in my grid search?
Related projects
palladium package
Subpackages
Submodules
palladium.R module
palladium.cache module
palladium.dataset module
palladium.eval module
palladium.fit module
palladium.interfaces module
palladium.julia module
palladium.persistence module
palladium.server module
palladium.util module
Module contents
Palladium
Docs
»
Index
Edit on GitHub
Index
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A
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C
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D
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E
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F
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G
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I
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L
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M
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O
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P
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R
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S
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T
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U
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V
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W
_
__init__() (palladium.julia.AbstractModel method)
A
abstractcache (class in palladium.cache)
AbstractModel (class in palladium.julia)
,
[1]
(class in palladium.R)
activate() (in module palladium.fit)
(palladium.interfaces.ModelPersister method)
admin_cmd() (in module palladium.fit)
annotate() (in module palladium.interfaces)
apply_kwargs() (in module palladium.util)
args_from_config() (in module palladium.util)
C
cache (palladium.dataset.ScheduledDatasetLoader attribute)
change_cwd() (in module palladium.tests)
ClassificationModel (class in palladium.julia)
(class in palladium.R)
Config (class in palladium.util)
create_component() (in module palladium.util)
CrossValidationGenerator (class in palladium.interfaces)
D
DatasetLoader (class in palladium.interfaces)
(class in palladium.R)
dec1() (in module palladium.tests.test_util)
dec2() (in module palladium.tests.test_util)
delete() (in module palladium.fit)
(palladium.interfaces.ModelPersister method)
devserver_cmd() (in module palladium.server)
diskcache (class in palladium.cache)
do() (palladium.server.PredictService method)
Dummy (class in palladium.tests.test_persistence)
dump() (palladium.cache.picklediskcache method)
E
EmptyDatasetLoader (class in palladium.dataset)
F
fit() (in module palladium.fit)
(palladium.R.AbstractModel method)
(palladium.interfaces.Model method)
(palladium.julia.AbstractModel method)
fit_cmd() (in module palladium.fit)
G
get_config() (in module palladium.util)
get_metadata() (in module palladium.util)
grid_search() (in module palladium.fit)
grid_search_cmd() (in module palladium.fit)
I
initialize_component() (palladium.dataset.ScheduledDatasetLoader method)
(palladium.tests.test_util.MyDummyComponent method)
initialize_config() (in module palladium.util)
L
list() (in module palladium.eval)
list_cmd() (in module palladium.eval)
list_models() (palladium.interfaces.ModelPersister method)
list_properties() (palladium.interfaces.ModelPersister method)
listen() (palladium.server.PredictStream method)
load() (palladium.cache.picklediskcache method)
M
make_bridge() (in module palladium.julia)
make_ujson_response() (in module palladium.server)
memory_usage_psutil() (in module palladium.util)
Model (class in palladium.interfaces)
ModelPersister (class in palladium.interfaces)
MyDummyComponent (class in palladium.tests.test_util)
myfunc() (palladium.tests.test_util.TestPartial class method)
O
ObjectMixin (class in palladium.R)
P
palladium (module)
palladium.cache (module)
palladium.dataset (module)
palladium.eval (module)
palladium.fit (module)
palladium.interfaces (module)
palladium.julia (module)
,
[1]
palladium.R (module)
palladium.server (module)
palladium.tests (module)
palladium.tests.conftest (module)
palladium.tests.test_cache (module)
palladium.tests.test_dataset (module)
palladium.tests.test_eval (module)
palladium.tests.test_fit (module)
palladium.tests.test_interfaces (module)
palladium.tests.test_julia (module)
palladium.tests.test_persistence (module)
palladium.tests.test_R (module)
palladium.tests.test_server (module)
palladium.tests.test_util (module)
palladium.util (module)
params_from_data() (palladium.server.PredictService method)
Partial() (in module palladium.util)
picklediskcache (class in palladium.cache)
PluggableDecorator (class in palladium.util)
predict() (in module palladium.tests)
(palladium.R.ClassificationModel method)
(palladium.interfaces.Model method)
(palladium.julia.AbstractModel method)
(palladium.server.PredictService method)
predict_proba() (palladium.interfaces.Model method)
(palladium.R.ClassificationModel method)
PredictError
PredictService (class in palladium.interfaces)
(class in palladium.server)
PredictStream (class in palladium.server)
process_line() (palladium.server.PredictStream method)
ProcessStore (class in palladium.util)
pytest_addoption() (in module palladium.tests)
pytest_configure() (in module palladium.tests)
pytest_runtest_setup() (in module palladium.tests)
R
read() (palladium.interfaces.ModelPersister method)
resolve_dotted_name() (in module palladium.util)
response_from_exception() (palladium.server.PredictService method)
response_from_prediction() (palladium.server.PredictService method)
RruleThread (class in palladium.util)
run() (palladium.util.RruleThread method)
run_smoke_tests_with_config() (in module palladium.tests)
S
sample_from_data() (palladium.server.PredictService method)
ScheduledDatasetLoader (class in palladium.dataset)
score() (palladium.julia.ClassificationModel method)
(palladium.R.ClassificationModel method)
session_scope() (in module palladium.util)
SQL (class in palladium.dataset)
stream_cmd() (in module palladium.server)
T
Table (class in palladium.dataset)
test() (in module palladium.eval)
(palladium.tests.test_eval.TestList method)
test_activate() (in module palladium.tests.test_fit)
(palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_activate_bad_version() (palladium.tests.test_persistence.TestFile method)
test_activate_no_persist() (palladium.tests.test_fit.TestFit method)
test_args_from_config() (in module palladium.tests.test_util)
test_bad_request() (palladium.tests.test_server.TestPredictService method)
test_call() (palladium.tests.test_dataset.TestScheduledDatasetLoader method)
test_call_custom_value() (palladium.tests.test_dataset.TestScheduledDatasetLoader method)
test_clear() (palladium.tests.test_util.TestProcessStore method)
test_cmd() (in module palladium.eval)
test_concurrency() (palladium.tests.test_dataset.TestSQL method)
test_concurrent_read_write() (palladium.tests.test_persistence.TestDatabase method)
test_config_class_keyerror() (in module palladium.tests.test_util)
test_create_component() (in module palladium.tests.test_util)
test_delete() (in module palladium.tests.test_fit)
(palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_delete_bad_version() (palladium.tests.test_persistence.TestFile method)
test_delitem() (palladium.tests.test_util.TestProcessStore method)
test_dont_cache() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_dotted() (palladium.tests.test_util.TestPartial method)
test_empty() (palladium.tests.test_persistence.TestUpgradeSteps method)
test_empty_dataset_loader() (in module palladium.tests.test_dataset)
test_empty_process_state() (palladium.tests.test_server.TestAliveFunctional method)
test_evaluate_annotations() (palladium.tests.test_fit.TestFit method)
test_evaluate_no_test_dataset() (palladium.tests.test_fit.TestFit method)
test_evaluate_with_test_dataset() (palladium.tests.test_fit.TestFit method)
test_exception() (palladium.tests.test_util.TestSessionScope method)
test_filled_process_state() (palladium.tests.test_server.TestAliveFunctional method)
test_fit() (palladium.tests.test_julia.TestAbstractModel method)
test_fit_and_predict() (palladium.tests.test_R.TestClassification method)
test_fit_and_score() (palladium.tests.test_R.TestClassification method)
test_fit_with_label_encoder() (palladium.tests.test_julia.TestAbstractModel method)
test_fit_with_numpy_data() (palladium.tests.test_R.TestAbstractModel method)
test_fit_with_pandas_data() (palladium.tests.test_R.TestAbstractModel method)
test_from_version() (palladium.tests.test_util.TestUpgrade method)
test_from_version_and_to_version() (palladium.tests.test_util.TestUpgrade method)
test_func_raises() (palladium.tests.test_util.TestRruleThread method)
test_functional() (palladium.tests.test_server.TestPredictService method)
test_generic_error() (palladium.tests.test_server.TestPredictService method)
test_get() (palladium.tests.test_util.TestProcessStore method)
test_getitem() (palladium.tests.test_util.TestProcessStore method)
test_getstate() (palladium.tests.test_julia.TestAbstractModel method)
test_grid_search() (palladium.tests.test_fit.TestGridSearch method)
test_in() (palladium.tests.test_util.TestProcessStore method)
test_init() (palladium.tests.test_util.TestProcessStore method)
test_init_path_without_version() (palladium.tests.test_persistence.TestFile method)
test_initialize_config() (palladium.tests.test_util.TestInitializeConfigImpl method)
test_initialize_config_already_initialized() (palladium.tests.test_util.TestInitializeConfig method)
test_initialize_config_extra() (palladium.tests.test_util.TestInitializeConfig method)
test_initialize_config_logging() (palladium.tests.test_util.TestInitializeConfigImpl method)
test_initialize_julia() (palladium.tests.test_julia.TestAbstractModel method)
test_initialize_properties() (palladium.tests.test_persistence.TestDatabase method)
test_it() (palladium.tests.test_cache.TestDiskCache method)
(palladium.tests.test_R.TestDatasetLoader method)
(palladium.tests.test_dataset.TestSQL method)
(palladium.tests.test_dataset.TestTable method)
(palladium.tests.test_fit.TestFit method)
(palladium.tests.test_fit.TestGridSearch method)
(palladium.tests.test_util.TestApplyKwargs method)
(palladium.tests.test_util.TestPartial method)
test_it_ignore() (palladium.tests.test_cache.TestDiskCache method)
test_it_no_compute_key() (palladium.tests.test_cache.TestDiskCache method)
test_last_execution() (palladium.tests.test_util.TestRruleThread method)
test_list_models_no_entries() (palladium.tests.test_persistence.TestDatabase method)
test_list_models_no_metadata() (palladium.tests.test_persistence.TestFile method)
test_list_models_with_existing_entry() (palladium.tests.test_persistence.TestDatabase method)
test_list_models_with_metadata() (palladium.tests.test_persistence.TestFile method)
test_list_models_with_two_entries() (palladium.tests.test_persistence.TestDatabase method)
test_list_properties_no_metadata() (palladium.tests.test_persistence.TestFile method)
test_list_properties_with_metadata() (palladium.tests.test_persistence.TestFile method)
test_listen() (palladium.tests.test_server.TestPredictStream method)
test_listen_direct_exit() (palladium.tests.test_server.TestPredictStream method)
test_missing_process_state() (palladium.tests.test_server.TestAliveFunctional method)
test_mtime_delitem() (palladium.tests.test_util.TestProcessStore method)
test_mtime_no_entry() (palladium.tests.test_util.TestProcessStore method)
test_mtime_setitem() (palladium.tests.test_util.TestProcessStore method)
test_ndarray_false() (palladium.tests.test_dataset.TestSQL method)
(palladium.tests.test_dataset.TestTable method)
test_no_args() (palladium.tests.test_util.TestUpgrade method)
test_no_config() (palladium.tests.test_util.TestPluggableDecorator method)
test_no_persist() (palladium.tests.test_fit.TestFit method)
test_no_score_method_raises() (palladium.tests.test_fit.TestGridSearch method)
test_no_slice() (palladium.tests.test_dataset.TestTable method)
test_persist_if_better_than() (palladium.tests.test_fit.TestFit method)
test_persist_if_better_than_false() (palladium.tests.test_fit.TestFit method)
test_persist_if_better_than_no_dataset_test() (palladium.tests.test_fit.TestFit method)
test_persist_if_better_than_persist_false() (palladium.tests.test_fit.TestFit method)
test_post_request() (palladium.tests.test_server.TestPredictService method)
test_predict() (palladium.tests.test_julia.TestAbstractModel method)
test_predict_convert_to_float() (palladium.tests.test_julia.TestAbstractModel method)
test_predict_error() (palladium.tests.test_server.TestPredictService method)
(palladium.tests.test_server.TestPredictStream method)
test_predict_functional() (palladium.tests.test_server.TestPredict method)
test_predict_params() (palladium.tests.test_server.TestPredictStream method)
test_predict_with_label_encoder() (palladium.tests.test_julia.TestAbstractModel method)
test_predict_with_numpy_data() (palladium.tests.test_R.TestClassificationModel method)
test_predict_with_pandas_data() (palladium.tests.test_R.TestClassificationModel method)
test_probas() (palladium.tests.test_server.TestPredictService method)
test_proxy_activate() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_proxy_delete() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_proxy_list_models() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_proxy_list_properties() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_proxy_upgrade() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_read() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
(palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
(palladium.tests.test_util.TestGetConfig method)
test_read_activated_model_missing() (palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_read_custom_value() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_read_environ() (palladium.tests.test_util.TestGetConfig method)
test_read_md() (palladium.tests.test_persistence.TestFile method)
test_read_md_no_file() (palladium.tests.test_persistence.TestFile method)
test_read_no_active_model() (palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_read_no_model() (palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_read_no_model_with_given_version() (palladium.tests.test_persistence.TestFile method)
test_read_with_version() (palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_rrule_from_dict() (palladium.tests.test_util.TestRruleThread method)
test_sample_from_data() (palladium.tests.test_server.TestPredictService method)
test_score() (palladium.tests.test_julia.TestClassificationModel method)
test_setitem() (palladium.tests.test_util.TestProcessStore method)
test_setstate() (palladium.tests.test_julia.TestAbstractModel method)
test_sleep_between_checks() (palladium.tests.test_util.TestRruleThread method)
test_str() (palladium.tests.test_interfaces.TestPredictError method)
test_success() (palladium.tests.test_util.TestSessionScope method)
test_table_no_target() (palladium.tests.test_dataset.TestTable method)
test_table_postfix() (palladium.tests.test_persistence.TestDatabase method)
test_test() (palladium.tests.test_eval.TestTest method)
test_test_no_score() (palladium.tests.test_eval.TestTest method)
test_three_steps_no_overlap() (palladium.tests.test_persistence.TestUpgradeSteps method)
test_three_steps_overlap() (palladium.tests.test_persistence.TestUpgradeSteps method)
test_timestamp() (palladium.tests.test_fit.TestFit method)
test_two_decorators() (palladium.tests.test_util.TestPluggableDecorator method)
test_typeerror() (palladium.tests.test_util.TestApplyKwargs method)
test_unknown_exception() (palladium.tests.test_server.TestPredict method)
test_update_cache() (palladium.tests.test_dataset.TestScheduledDatasetLoader method)
(palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_update_cache_rrule() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_update_md() (palladium.tests.test_persistence.TestFile method)
test_update_metadata() (palladium.tests.test_persistence.TestFile method)
test_upgrade_1_0() (palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_upgrade_1_0_no_metadata() (palladium.tests.test_persistence.TestFile method)
test_upgrade_from_version() (palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_upgrade_no_args() (palladium.tests.test_persistence.TestDatabase method)
(palladium.tests.test_persistence.TestFile method)
test_upgrade_with_legacy_md() (palladium.tests.test_persistence.TestFile method)
test_with_colon() (palladium.tests.test_util.TestResolveDottedName method)
test_with_dots() (palladium.tests.test_util.TestResolveDottedName method)
test_with_existing_data() (palladium.tests.test_interfaces.TestAnnotate method)
test_without_existing_data() (palladium.tests.test_interfaces.TestAnnotate method)
test_wrapped() (palladium.tests.test_util.TestPluggableDecorator method)
test_wrapped_empty_list() (palladium.tests.test_util.TestPluggableDecorator method)
test_write() (palladium.tests.test_persistence.TestCachedUpdatePersister method)
test_write_no_entry() (palladium.tests.test_persistence.TestDatabase method)
test_write_no_model_files() (palladium.tests.test_persistence.TestFile method)
test_write_with_existing_entry() (palladium.tests.test_persistence.TestDatabase method)
test_write_with_model_files() (palladium.tests.test_persistence.TestFile method)
TestAbstractModel (class in palladium.tests.test_julia)
(class in palladium.tests.test_R)
TestAliveFunctional (class in palladium.tests.test_server)
TestAnnotate (class in palladium.tests.test_interfaces)
TestApplyKwargs (class in palladium.tests.test_util)
TestCachedUpdatePersister (class in palladium.tests.test_persistence)
TestClassification (class in palladium.tests.test_R)
TestClassificationModel (class in palladium.tests.test_julia)
(class in palladium.tests.test_R)
TestClassificationWithNumpyDataset (class in palladium.tests.test_R)
TestClassificationWithPandasDataset (class in palladium.tests.test_R)
TestDatabase (class in palladium.tests.test_persistence)
TestDatabaseCLOB (class in palladium.tests.test_persistence)
TestDatasetLoader (class in palladium.tests.test_R)
TestDiskCache (class in palladium.tests.test_cache)
TestFile (class in palladium.tests.test_persistence)
TestFit (class in palladium.tests.test_fit)
TestGetConfig (class in palladium.tests.test_util)
TestGridSearch (class in palladium.tests.test_fit)
TestInitializeConfig (class in palladium.tests.test_util)
TestInitializeConfigImpl (class in palladium.tests.test_util)
TestList (class in palladium.tests.test_eval)
TestPartial (class in palladium.tests.test_util)
TestPickleDiskCache (class in palladium.tests.test_cache)
TestPluggableDecorator (class in palladium.tests.test_util)
TestPredict (class in palladium.tests.test_server)
TestPredictError (class in palladium.tests.test_interfaces)
TestPredictService (class in palladium.tests.test_server)
TestPredictStream (class in palladium.tests.test_server)
TestProcessStore (class in palladium.tests.test_util)
TestResolveDottedName (class in palladium.tests.test_util)
TestRruleThread (class in palladium.tests.test_util)
TestScheduledDatasetLoader (class in palladium.tests.test_dataset)
TestSessionScope (class in palladium.tests.test_util)
TestSQL (class in palladium.tests.test_dataset)
TestTable (class in palladium.tests.test_dataset)
TestTest (class in palladium.tests.test_eval)
TestUpgrade (class in palladium.tests.test_util)
TestUpgradeSteps (class in palladium.tests.test_persistence)
timer() (in module palladium.util)
U
update_cache() (palladium.dataset.ScheduledDatasetLoader method)
upgrade() (in module palladium.util)
(palladium.interfaces.ModelPersister method)
upgrade_cmd() (in module palladium.util)
V
version_cmd() (in module palladium.util)
W
write() (palladium.interfaces.ModelPersister method)
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