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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 12 new columns ({'cfg:loss:use_penalization', 'cfg:loss:target_quantile', 'cfg:loss:filter_dict', 'cfg:loss:target_morph_feat_names', 'cfg:loss:loss_kwargs', 'cfg:loss:agg_fn_kwargs:axis', 'cfg:loss:cell_type_column', 'cfg:loss:agg_fn_kwargs:keepdims', 'cfg:loss:agg_type', 'cfg:loss:obj_type', 'cfg:loss:loss_name', 'cfg:loss:target_marker_names'})
This happened while the csv dataset builder was generating data using
gzip://loop2.csv::hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop2.csv.gz, ['hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop0.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop1.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop2.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop2p5.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop3.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop4.csv.gz']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
loop: string
experiment_type: string
cell_type: string
run_id: string
uncertainty_scoring: string
sample_id: string
gm-csf_[ng_ml]: double
tpo_[ng_ml]: double
sr1_[nm]: double
um171_[nm]: double
um729_[µm]: double
scf_[ng_ml]: double
butyzamide_[nm]: double
retinoic_acid_[µm]: double
ldl_[ng_ml]: double
il3_[ng_ml]: double
o2_[%]: double
days_of_culture: double
gm-csf_[ng_ml]:rescaled: double
tpo_[ng_ml]:rescaled: double
sr1_[nm]:rescaled: double
um171_[nm]:rescaled: double
um729_[µm]:rescaled: double
scf_[ng_ml]:rescaled: double
butyzamide_[nm]:rescaled: double
retinoic_acid_[µm]:rescaled: double
ldl_[ng_ml]:rescaled: double
il3_[ng_ml]:rescaled: double
o2_[%]:rescaled: double
days_of_culture:rescaled: double
loss: double
CD14Mono_prop: double
CD16Mono_prop: double
CyclingPro1_prop: double
CyclingPro2_prop: double
Early_GMP_prop: double
EosBasMast1_prop: double
EosBasMast2_prop: double
EosBasMast3_prop: double
EryPro_prop: double
GMP-Neutro_prop: double
GMP_cycling_prop: double
HSCs_prop: double
LMPP-CLP_prop: double
MLP_prop: double
MPP_prop: double
MPP_MgkEry_prop: double
MgKEryPro1_prop: double
MgKEryPro2_prop: double
ProB_prop: double
earlyMPP_prop: double
late_MgkPro_prop: double
preProB_prop: double
pre_cDC1_prop: double
pre_cDC2_prop: double
cfg:annotation:protocol_columns: string
cfg:annotation:protocol_obs_key_added: string
cfg:annotation:protocol_sep: string
cfg:annotation:one_hot_uns_key_added: string
cfg:annotation:protocol_obsm_key: string
cfg:annotation:scatter
...
thod: string
cfg:sampling:sde_sampling: bool
cfg:sampling:query_pure_cell_types: bool
cfg:sampling:mask_gradients: bool
cfg:sampling:target_probs: string
cfg:sampling:mask: string
cfg:scheduler:scheduler_id: string
cfg:scheduler:scheduler_kwargs:lambda_val: double
cfg:scheduler:scheduler_kwargs:lmin: double
cfg:scheduler:scheduler_kwargs:lmax: double
cfg:scheduler:scheduler_kwargs:gamma: double
cfg:optimized_metric: string
configuration path: string
inverse_results_path: string
fwd_results_path: string
EryPro_prop_std: double
target_ct_loss_mean: double
target_ct_loss_std: double
ct_prop_total_variance: double
CD14Mono_prop_std: double
CD16Mono_prop_std: double
CyclingPro1_prop_std: double
CyclingPro2_prop_std: double
Early_GMP_prop_std: double
EosBasMast1_prop_std: double
EosBasMast2_prop_std: double
EosBasMast3_prop_std: double
GMP-Neutro_prop_std: double
GMP_cycling_prop_std: double
HSCs_prop_std: double
LMPP-CLP_prop_std: double
MLP_prop_std: double
MPP_prop_std: double
MPP_MgkEry_prop_std: double
MgKEryPro1_prop_std: double
MgKEryPro2_prop_std: double
ProB_prop_std: double
earlyMPP_prop_std: double
late_MgkPro_prop_std: double
preProB_prop_std: double
pre_cDC1_prop_std: double
pre_cDC2_prop_std: double
exploitation_score: double
exploration_score: double
weighted_uncertainty_score: double
metric_response_surface: double
indices: int64
losses: double
acq_values: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 27390
to
{'loop': Value('string'), 'experiment_type': Value('string'), 'cell_type': Value('string'), 'run_id': Value('string'), 'uncertainty_scoring': Value('string'), 'sample_id': Value('string'), 'gm-csf_[ng_ml]': Value('float64'), 'tpo_[ng_ml]': Value('float64'), 'sr1_[nm]': Value('float64'), 'um171_[nm]': Value('float64'), 'um729_[µm]': Value('float64'), 'scf_[ng_ml]': Value('float64'), 'butyzamide_[nm]': Value('float64'), 'retinoic_acid_[µm]': Value('float64'), 'ldl_[ng_ml]': Value('float64'), 'il3_[ng_ml]': Value('float64'), 'o2_[%]': Value('float64'), 'days_of_culture': Value('float64'), 'gm-csf_[ng_ml]:rescaled': Value('float64'), 'tpo_[ng_ml]:rescaled': Value('float64'), 'sr1_[nm]:rescaled': Value('float64'), 'um171_[nm]:rescaled': Value('float64'), 'um729_[µm]:rescaled': Value('float64'), 'scf_[ng_ml]:rescaled': Value('float64'), 'butyzamide_[nm]:rescaled': Value('float64'), 'retinoic_acid_[µm]:rescaled': Value('float64'), 'ldl_[ng_ml]:rescaled': Value('float64'), 'il3_[ng_ml]:rescaled': Value('float64'), 'o2_[%]:rescaled': Value('float64'), 'days_of_culture:rescaled': Value('float64'), 'loss': Value('float64'), 'CD14Mono_prop': Value('float64'), 'CD16Mono_prop': Value('float64'), 'CyclingPro1_prop': Value('float64'), 'CyclingPro2_prop': Value('float64'), 'Early_GMP_prop': Value('float64'), 'EosBasMast1_prop': Value('float64'), 'EosBasMast2_prop': Value('float64'), 'EosBasMast3_prop': Value('float64'), 'EryPro_prop': Value('float64'), 'GMP-Neutro_prop': Value('float64'), 'GM
...
e('float64'), 'cfg:optimized_metric': Value('string'), 'configuration path': Value('string'), 'inverse_results_path': Value('string'), 'fwd_results_path': Value('string'), 'late_MgkPro_prop_std': Value('float64'), 'target_ct_loss_mean': Value('float64'), 'target_ct_loss_std': Value('float64'), 'ct_prop_total_variance': Value('float64'), 'CD14Mono_prop_std': Value('float64'), 'CD16Mono_prop_std': Value('float64'), 'CyclingPro1_prop_std': Value('float64'), 'CyclingPro2_prop_std': Value('float64'), 'Early_GMP_prop_std': Value('float64'), 'EosBasMast1_prop_std': Value('float64'), 'EosBasMast2_prop_std': Value('float64'), 'EosBasMast3_prop_std': Value('float64'), 'EryPro_prop_std': Value('float64'), 'GMP-Neutro_prop_std': Value('float64'), 'GMP_cycling_prop_std': Value('float64'), 'HSCs_prop_std': Value('float64'), 'LMPP-CLP_prop_std': Value('float64'), 'MLP_prop_std': Value('float64'), 'MPP_prop_std': Value('float64'), 'MPP_MgkEry_prop_std': Value('float64'), 'MgKEryPro1_prop_std': Value('float64'), 'MgKEryPro2_prop_std': Value('float64'), 'ProB_prop_std': Value('float64'), 'earlyMPP_prop_std': Value('float64'), 'preProB_prop_std': Value('float64'), 'pre_cDC1_prop_std': Value('float64'), 'pre_cDC2_prop_std': Value('float64'), 'exploitation_score': Value('float64'), 'exploration_score': Value('float64'), 'weighted_uncertainty_score': Value('float64'), 'metric_response_surface': Value('float64'), 'indices': Value('int64'), 'losses': Value('float64'), 'acq_values': Value('float64')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1850, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 12 new columns ({'cfg:loss:use_penalization', 'cfg:loss:target_quantile', 'cfg:loss:filter_dict', 'cfg:loss:target_morph_feat_names', 'cfg:loss:loss_kwargs', 'cfg:loss:agg_fn_kwargs:axis', 'cfg:loss:cell_type_column', 'cfg:loss:agg_fn_kwargs:keepdims', 'cfg:loss:agg_type', 'cfg:loss:obj_type', 'cfg:loss:loss_name', 'cfg:loss:target_marker_names'})
This happened while the csv dataset builder was generating data using
gzip://loop2.csv::hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop2.csv.gz, ['hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop0.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop1.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop2.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop2p5.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop3.csv.gz', 'hf://datasets/theislab/LabCompass@71039433060da27f07d60c1fe7ca20b36413d83a/solutions/loop4.csv.gz']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
loop string | experiment_type string | cell_type string | run_id string | uncertainty_scoring string | sample_id string | gm-csf_[ng_ml] float64 | tpo_[ng_ml] float64 | sr1_[nm] float64 | um171_[nm] float64 | um729_[µm] float64 | scf_[ng_ml] float64 | butyzamide_[nm] float64 | retinoic_acid_[µm] float64 | ldl_[ng_ml] float64 | il3_[ng_ml] float64 | o2_[%] float64 | days_of_culture float64 | gm-csf_[ng_ml]:rescaled float64 | tpo_[ng_ml]:rescaled float64 | sr1_[nm]:rescaled float64 | um171_[nm]:rescaled float64 | um729_[µm]:rescaled float64 | scf_[ng_ml]:rescaled float64 | butyzamide_[nm]:rescaled float64 | retinoic_acid_[µm]:rescaled float64 | ldl_[ng_ml]:rescaled float64 | il3_[ng_ml]:rescaled float64 | o2_[%]:rescaled float64 | days_of_culture:rescaled float64 | loss float64 | CD14Mono_prop float64 | CD16Mono_prop float64 | CyclingPro1_prop float64 | CyclingPro2_prop float64 | Early_GMP_prop float64 | EosBasMast1_prop float64 | EosBasMast2_prop float64 | EosBasMast3_prop float64 | EryPro_prop float64 | GMP-Neutro_prop float64 | GMP_cycling_prop float64 | HSCs_prop float64 | LMPP-CLP_prop float64 | MLP_prop float64 | MPP_prop float64 | MPP_MgkEry_prop float64 | MgKEryPro1_prop float64 | MgKEryPro2_prop float64 | ProB_prop float64 | earlyMPP_prop float64 | late_MgkPro_prop float64 | preProB_prop float64 | pre_cDC1_prop float64 | pre_cDC2_prop float64 | cfg:annotation:protocol_columns string | cfg:annotation:protocol_obs_key_added string | cfg:annotation:protocol_sep string | cfg:annotation:one_hot_uns_key_added string | cfg:annotation:protocol_obsm_key string | cfg:annotation:scatter_columns string | cfg:annotation:base_sample_rep null | cfg:annotation:scatter_obsm_key string | cfg:annotation:concat_obsm_key string | cfg:annotation:log1p_exp_cols string | cfg:annotation:log21p_exp_cols string | cfg:constraints:eps float64 | cfg:constraints:use_lstsq bool | cfg:constraints:g_tol float64 | cfg:constraints:constraints_in_original_space bool | cfg:constraints:lbound_dict:gm-csf_[ng_ml] float64 | cfg:constraints:lbound_dict:tpo_[ng_ml] float64 | cfg:constraints:lbound_dict:um171_[nm] float64 | cfg:constraints:lbound_dict:um729_[µm] float64 | cfg:constraints:lbound_dict:sr1_[nm] float64 | cfg:constraints:lbound_dict:scf_[ng_ml] float64 | cfg:constraints:lbound_dict:butyzamide_[nm] float64 | cfg:constraints:lbound_dict:retinoic_acid_[µm] float64 | cfg:constraints:lbound_dict:ldl_[ng_ml] float64 | cfg:constraints:lbound_dict:il3_[ng_ml] float64 | cfg:constraints:lbound_dict:o2_[%] float64 | cfg:constraints:lbound_dict:days_of_culture float64 | cfg:constraints:ubound_dict:gm-csf_[ng_ml] float64 | cfg:constraints:ubound_dict:tpo_[ng_ml] float64 | cfg:constraints:ubound_dict:um171_[nm] float64 | cfg:constraints:ubound_dict:um729_[µm] float64 | cfg:constraints:ubound_dict:sr1_[nm] float64 | cfg:constraints:ubound_dict:scf_[ng_ml] float64 | cfg:constraints:ubound_dict:butyzamide_[nm] float64 | cfg:constraints:ubound_dict:retinoic_acid_[µm] float64 | cfg:constraints:ubound_dict:ldl_[ng_ml] float64 | cfg:constraints:ubound_dict:il3_[ng_ml] float64 | cfg:constraints:ubound_dict:o2_[%] float64 | cfg:constraints:ubound_dict:days_of_culture float64 | cfg:constraints:c_scheduler_kwargs:t_warmup float64 | cfg:constraints:c_scheduler_kwargs:vmin float64 | cfg:constraints:c_scheduler_kwargs:vmax float64 | cfg:constraints:use_exponential_penalty bool | cfg:forward_model:num_time_steps int64 | cfg:forward_model:solver_kwargs:method string | cfg:forward_model:solver_kwargs:atol float64 | cfg:forward_model:solver_kwargs:rtol float64 | cfg:loss_guidance:fix_noise bool | cfg:loss_guidance:num_forward_pass_per_sample int64 | cfg:loss_guidance:regularization null | cfg:loss_guidance:reg_strength float64 | cfg:loss_guidance:n_time_steps_forward_model int64 | cfg:loss_guidance:solver_kwargs_forward_model:method string | cfg:loss_guidance:solver_kwargs_forward_model:atol float64 | cfg:loss_guidance:solver_kwargs_forward_model:rtol float64 | cfg:non_linearity:non_linearity_id string | cfg:non_linearity:non_linearity_kwargs null | cfg:paths:perturbation_prediction_path string | cfg:paths:ct_classifier_path string | cfg:paths:prior_flow_path string | cfg:paths:prior_flow_map_path string | cfg:paths:dump_dir string | cfg:run:random_seed int64 | cfg:sampling:target_cell_type string | cfg:sampling:N int64 | cfg:sampling:num_time_steps int64 | cfg:sampling:solver_kwargs:method string | cfg:sampling:sde_sampling bool | cfg:sampling:query_pure_cell_types bool | cfg:sampling:mask_gradients bool | cfg:sampling:target_probs string | cfg:sampling:mask string | cfg:scheduler:scheduler_id string | cfg:scheduler:scheduler_kwargs:lambda_val null | cfg:scheduler:scheduler_kwargs:lmin null | cfg:scheduler:scheduler_kwargs:lmax float64 | cfg:scheduler:scheduler_kwargs:gamma null | cfg:optimized_metric string | configuration path string | inverse_results_path string | fwd_results_path string | late_MgkPro_prop_std float64 | target_ct_loss_mean float64 | target_ct_loss_std float64 | ct_prop_total_variance float64 | CD14Mono_prop_std float64 | CD16Mono_prop_std float64 | CyclingPro1_prop_std float64 | CyclingPro2_prop_std float64 | Early_GMP_prop_std float64 | EosBasMast1_prop_std float64 | EosBasMast2_prop_std float64 | EosBasMast3_prop_std float64 | EryPro_prop_std float64 | GMP-Neutro_prop_std float64 | GMP_cycling_prop_std float64 | HSCs_prop_std float64 | LMPP-CLP_prop_std float64 | MLP_prop_std float64 | MPP_prop_std float64 | MPP_MgkEry_prop_std float64 | MgKEryPro1_prop_std float64 | MgKEryPro2_prop_std float64 | ProB_prop_std float64 | earlyMPP_prop_std float64 | preProB_prop_std float64 | pre_cDC1_prop_std float64 | pre_cDC2_prop_std float64 | exploitation_score float64 | exploration_score float64 | weighted_uncertainty_score float64 | metric_response_surface float64 | indices int64 | losses float64 | acq_values float64 |
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loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:0 | 10.203256 | 2.487069 | 1.412747 | 211.03653 | 0.005813 | 0.298236 | 0.436762 | 0 | 0.006839 | 0.406916 | 20.014933 | 11.138547 | 2.416205 | 1.249062 | 0.880766 | 5.356759 | 0.005796 | 0.261006 | 0.362392 | 0 | 0.006816 | 0.3414 | 3.045233 | 2.496386 | 14.433265 | 0.000009 | 0.000006 | 0.000723 | 0.000373 | 0.039149 | 0.007861 | 0.065186 | 0.001868 | 0.002913 | 0.08669 | 0.057278 | 0.002855 | 0.011674 | 0 | 0.008328 | 0.000001 | 0.350577 | 0.36124 | 0 | 0.000325 | 0.00288 | 0.000064 | 0 | 0 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.002935 | 9.990031 | 0.247083 | 0.000926 | 0.001068 | 0.00003 | 0.001881 | 0.001587 | 0.006658 | 0.003361 | 0.010204 | 0.001269 | 0.004384 | 0.010542 | 0.009382 | 0.003505 | 0.003318 | 0.000962 | 0.004491 | 0.000631 | 0.015822 | 0.015167 | 0.000384 | 0.001224 | 0.001493 | 0.00063 | 0.000904 | 0.138738 | 0.316775 | 0.100678 | 0.227757 | 49 | 0 | 70.88885 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:1 | 0.328934 | 0.203585 | 66.82368 | 144.31285 | 0.122084 | 0 | 89.114365 | 0 | 0 | 0.132902 | 17.287039 | 12.523308 | 0.284377 | 0.185305 | 4.216911 | 4.978889 | 0.115188 | 0 | 4.50108 | 0 | 0 | 0.124783 | 2.906193 | 2.604415 | 13.958786 | 0.000001 | 0.000033 | 0.000003 | 0.000106 | 0.086427 | 0.050366 | 0.004739 | 0.000004 | 0.029832 | 0.126804 | 0.010701 | 0 | 0.024696 | 0.000001 | 0.011228 | 0.000002 | 0.228067 | 0.391626 | 0.000931 | 0.002858 | 0.025781 | 0.002944 | 0.002849 | 0 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.006982 | 8.894818 | 0.378122 | 0.001243 | 0.00159 | 0.00063 | 0.000161 | 0.000919 | 0.011315 | 0.009829 | 0.005384 | 0.000621 | 0.007124 | 0.009358 | 0.003599 | 0.000937 | 0.005008 | 0.000841 | 0.005561 | 0.000427 | 0.013667 | 0.023061 | 0.000676 | 0.000844 | 0.002511 | 0.00093 | 0.000024 | 0.123528 | 0.989492 | 0.01519 | 0.55651 | 6 | 5.84121 | 65.83212 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:2 | 10.280889 | 0 | 543.66187 | 0.004315 | 6.575669 | 0.974312 | 100.12514 | 1.520303 | 0.711208 | 0 | 17.068848 | 11.930304 | 2.42311 | 0 | 6.300165 | 0.004306 | 2.024942 | 0.68022 | 4.616359 | 0.924379 | 0.537199 | 0 | 2.894189 | 2.559574 | 15.199498 | 0.00001 | 0.000007 | 0.000004 | 0.000018 | 0.066966 | 0.052096 | 0.023643 | 0 | 0.05244 | 0.101551 | 0.008229 | 0 | 0.009627 | 0.002209 | 0.000794 | 0.008801 | 0.450543 | 0.217159 | 0.000001 | 0.000004 | 0.000186 | 0.000019 | 0.002241 | 0.003451 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.001187 | 9.909651 | 0.293445 | 0.001498 | 0.000004 | 0.001797 | 0.000324 | 0.001483 | 0.005611 | 0.009862 | 0.003128 | 0.000638 | 0.008508 | 0.017634 | 0.004684 | 0 | 0.002648 | 0.00084 | 0.001695 | 0.002007 | 0.024034 | 0.018399 | 0.00063 | 0.001416 | 0.00232 | 0.001921 | 0.002237 | 0.137622 | 0.649097 | 0.07902 | 0.393359 | 16 | 6.143046 | 65.321686 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:3 | 11.000117 | 2.675764 | 177.26903 | 1.364426 | 0 | 0.445578 | 0.019251 | 1.147092 | 0 | 0 | 22.749825 | 10.167364 | 2.484916 | 1.301761 | 5.183294 | 0.860535 | 0 | 0.368509 | 0.019068 | 0.764114 | 0 | 0 | 3.167575 | 2.412996 | 21.012896 | 0.005222 | 0.002915 | 0.001118 | 0.002135 | 0.066856 | 0.031728 | 0.120838 | 0.002846 | 0.055679 | 0.203241 | 0.080561 | 0.000002 | 0.062361 | 0.000001 | 0.041021 | 0.01749 | 0.20316 | 0.095267 | 0.000007 | 0.003265 | 0.000017 | 0.000867 | 0.000006 | 0.003397 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.001416 | 8.698325 | 0.258735 | 0.001834 | 0.002173 | 0.001395 | 0.000904 | 0.001888 | 0.011661 | 0.008873 | 0.010655 | 0.001008 | 0.0095 | 0.019268 | 0.010446 | 0.001086 | 0.011151 | 0.001539 | 0.013056 | 0.007534 | 0.017593 | 0.015604 | 0.001157 | 0.001263 | 0.001957 | 0.001071 | 0.002291 | 0.1208 | 0.666731 | 0.0304 | 0.393765 | 11 | 7.735745 | 63.504913 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:4 | 3.261584 | 3.720352 | 185.85 | 980.273 | 0 | 14.873686 | 0 | 0.375041 | 0 | 0 | 28.152473 | 0.070426 | 1.449641 | 1.551883 | 5.230306 | 6.888851 | 0 | 2.764663 | 0 | 0.318484 | 0 | 0 | 3.37254 | 0.068057 | 29.33416 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.007706 | 0.00454 | 0 | 0 | 0.773048 | 0.00265 | 0.020247 | 0.191798 | 0 | 0 | 0 | 0.00001 | 0 | 0 | 0 | 0 | 0 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0 | 72.00626 | 1.11742 | 0.000502 | 0.000223 | 0 | 0 | 0.00005 | 0.000009 | 0.000711 | 0 | 0.000792 | 0.001948 | 0.000002 | 0.000212 | 0.013627 | 0.002789 | 0.005375 | 0.016539 | 0 | 0 | 0 | 0.000634 | 0.000611 | 0.00063 | 0 | 0 | 1 | 0.138679 | 0.022199 | 0.56934 | 31 | 8.185401 | 62.871315 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:5 | 7.290009 | 2.03497 | 77.061516 | 448.18924 | 0.002633 | 32.339264 | 1.484186 | 0.684332 | 0 | 0.723872 | 19.611382 | 15.048348 | 2.115051 | 1.110202 | 4.357497 | 6.107444 | 0.00263 | 3.506736 | 0.909945 | 0.521369 | 0 | 0.544573 | 3.025843 | 2.775606 | 17.418253 | 0.000006 | 0.002494 | 0.003808 | 0.000016 | 0.028169 | 0.000071 | 0.172311 | 0.003223 | 0.004155 | 0.335725 | 0.053861 | 0 | 0.005741 | 0.000202 | 0.005457 | 0.013479 | 0.278273 | 0.077848 | 0 | 0.003644 | 0.000015 | 0.005596 | 0.005715 | 0.000191 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.000963 | 10.596718 | 0.296514 | 0.00147 | 0.001178 | 0.001898 | 0.001246 | 0.000711 | 0.006399 | 0.001928 | 0.014828 | 0.001147 | 0.00144 | 0.016939 | 0.010564 | 0.000045 | 0.005014 | 0.000102 | 0.002635 | 0.004076 | 0.024594 | 0.011688 | 0.000037 | 0.001217 | 0.000924 | 0.000163 | 0.001768 | 0.147164 | 0.79533 | 0.060409 | 0.471247 | 3 | 8.698325 | 62.449257 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:6 | 3.412588 | 2.289016 | 0.037926 | 81.152084 | 0 | 0 | 109.17161 | 0 | 0.572916 | 0.009201 | 19.926252 | 15.69502 | 1.484461 | 1.190589 | 0.037225 | 4.408572 | 0 | 0 | 4.702039 | 0 | 0.452931 | 0.009158 | 3.041004 | 2.81511 | 12.151252 | 0.003357 | 0.000001 | 0.000001 | 0.00095 | 0.132975 | 0.026015 | 0.004505 | 0 | 0.039036 | 0.02614 | 0.006233 | 0.011385 | 0.029118 | 0.000005 | 0.052509 | 0 | 0.070491 | 0.419735 | 0.000019 | 0.00066 | 0.173431 | 0.002891 | 0.000003 | 0.000539 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.019244 | 5.84121 | 0.784485 | 0.001649 | 0.002021 | 0.000207 | 0.000041 | 0.002193 | 0.012737 | 0.007381 | 0.00186 | 0.000017 | 0.010975 | 0.004313 | 0.002118 | 0.002827 | 0.005831 | 0.002478 | 0.004385 | 0 | 0.008909 | 0.027365 | 0.001504 | 0.001318 | 0.001993 | 0.001447 | 0.000057 | 0.081121 | 0.562552 | 0.035817 | 0.321837 | 1 | 8.894818 | 62.371933 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:7 | 6.923734 | 2.470101 | 71.73487 | 488.61517 | 0.00755 | 28.919971 | 0.594858 | 0 | 0 | 0.091521 | 21.024164 | 16.47489 | 2.069863 | 1.244184 | 4.286821 | 6.19362 | 0.007521 | 3.398526 | 0.466785 | 0 | 0 | 0.087572 | 3.09214 | 2.860765 | 17.186869 | 0.004517 | 0.003547 | 0.000354 | 0.002897 | 0.089613 | 0.005024 | 0.109818 | 0.00004 | 0.012528 | 0.155829 | 0.065934 | 0 | 0.076496 | 0.002859 | 0.010856 | 0.000006 | 0.232297 | 0.212017 | 0.003018 | 0.006384 | 0.002874 | 0.003082 | 0.000006 | 0.000003 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.001667 | 9.047469 | 0.203412 | 0.001205 | 0.003103 | 0.001531 | 0.000338 | 0.000742 | 0.010766 | 0.004331 | 0.01594 | 0.000493 | 0.003979 | 0.015749 | 0.008873 | 0.000632 | 0.01155 | 0.001519 | 0.005762 | 0.000715 | 0.013086 | 0.010233 | 0.000544 | 0.00168 | 0.00176 | 0.001884 | 0.00163 | 0.125648 | 1 | 0.080887 | 0.562824 | 30 | 8.760343 | 62.286583 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:8 | 5.604373 | 2.562872 | 75.17207 | 379.526 | 0.000833 | 17.452168 | 0.447082 | 0 | 0 | 0 | 20.940125 | 12.510391 | 1.887732 | 1.270567 | 4.332995 | 5.941555 | 0.000832 | 2.915182 | 0.369549 | 0 | 0 | 0 | 3.088317 | 2.603459 | 16.528036 | 0.007247 | 0.003719 | 0.000054 | 0.000732 | 0.076139 | 0.030998 | 0.096044 | 0.002867 | 0.006516 | 0.139393 | 0.065118 | 0 | 0.049996 | 0.000001 | 0.00667 | 0.000004 | 0.235338 | 0.257058 | 0.002935 | 0.005812 | 0.001411 | 0.010047 | 0 | 0.0019 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.001862 | 8.935531 | 0.147673 | 0.001421 | 0.002858 | 0.001178 | 0.000539 | 0.001167 | 0.012435 | 0.005182 | 0.011543 | 0.000708 | 0.004894 | 0.011407 | 0.006722 | 0.001017 | 0.010723 | 0.001811 | 0.006214 | 0.000792 | 0.020751 | 0.017064 | 0.000901 | 0.001618 | 0.002028 | 0.000718 | 0.001904 | 0.124094 | 0.969497 | 0.088143 | 0.546796 | 26 | 8.724787 | 62.284046 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:9 | 7.618242 | 2.423178 | 3.964902 | 329.62375 | 0.002898 | 4.566199 | 0.029991 | 0 | 0 | 0.847584 | 18.501482 | 11.56596 | 2.153881 | 1.230569 | 1.602394 | 5.800981 | 0.002894 | 1.716712 | 0.02955 | 0 | 0 | 0.613879 | 2.970491 | 2.530992 | 14.186476 | 0.000005 | 0.000003 | 0.00005 | 0.001033 | 0.065708 | 0.024628 | 0.068171 | 0.000388 | 0.008892 | 0.179511 | 0.047514 | 0 | 0.013736 | 0 | 0.005465 | 0.00286 | 0.271266 | 0.304782 | 0.000004 | 0.002982 | 0.002906 | 0.000018 | 0.000005 | 0.000071 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.002567 | 8.887984 | 0.183256 | 0.001741 | 0.002934 | 0.001334 | 0.000894 | 0.000946 | 0.007293 | 0.006878 | 0.013247 | 0.000813 | 0.00408 | 0.0165 | 0.014532 | 0.000649 | 0.004764 | 0.000001 | 0.002315 | 0.000463 | 0.024135 | 0.018146 | 0.000837 | 0.000901 | 0.001516 | 0.000843 | 0.000816 | 0.123433 | 0.561153 | 0.144894 | 0.342293 | 37 | 8.857932 | 62.11942 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:10 | 6.252189 | 1.229741 | 115.82848 | 400.90118 | 0.808946 | 19.76708 | 1.432284 | 0.010229 | 0 | 0 | 21.226768 | 17.742725 | 1.981303 | 0.801886 | 4.760707 | 5.996206 | 0.592744 | 3.033369 | 0.888831 | 0.010178 | 0 | 0 | 3.101297 | 2.930806 | 18.94953 | 0.002957 | 0.017669 | 0.000429 | 0.002305 | 0.028312 | 0.002916 | 0.1277 | 0.002144 | 0.000029 | 0.42407 | 0.040297 | 0 | 0.016275 | 0.002857 | 0.004642 | 0.111808 | 0.178371 | 0.026324 | 0.001487 | 0.000074 | 0.002874 | 0.000007 | 0.004029 | 0.002423 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.000987 | 13.747531 | 0.35705 | 0.001008 | 0.001447 | 0.004615 | 0.00055 | 0.001 | 0.010411 | 0.001702 | 0.015153 | 0.001769 | 0.001589 | 0.014502 | 0.005186 | 0.000631 | 0.004936 | 0.000024 | 0.002934 | 0.010976 | 0.013924 | 0.006614 | 0.000597 | 0.001067 | 0.000957 | 0.001358 | 0.00161 | 0.190921 | 0.734134 | 0.033931 | 0.462528 | 25 | 8.663558 | 62.07511 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:11 | 8.78579 | 0.417989 | 20.4845 | 605.3844 | 0 | 7.11007 | 91.749466 | 0.910244 | 0.425629 | 0.606169 | 20.435827 | 18.136408 | 2.280931 | 0.34924 | 3.067332 | 6.407514 | 0 | 2.093107 | 4.529902 | 0.647231 | 0.354613 | 0.473852 | 3.065064 | 2.951593 | 12.414805 | 0.000062 | 0.000008 | 0.00043 | 0.003036 | 0.036928 | 0.018454 | 0.023678 | 0.001014 | 0.008249 | 0.090458 | 0.009825 | 0.000004 | 0.003997 | 0 | 0.008437 | 0.002865 | 0.351056 | 0.396325 | 0 | 0.002849 | 0.042319 | 0.000004 | 0 | 0.000002 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.0077 | 7.735745 | 0.351813 | 0.000741 | 0.001337 | 0.000016 | 0.000203 | 0.001206 | 0.010355 | 0.004623 | 0.004258 | 0.0005 | 0.006055 | 0.011204 | 0.00544 | 0.00111 | 0.003409 | 0.000943 | 0.005031 | 0.000562 | 0.01532 | 0.00775 | 0.000555 | 0.001617 | 0.000775 | 0.000934 | 0.000837 | 0.107432 | 0.24755 | 0.049237 | 0.177491 | 18 | 9.322288 | 61.913784 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:12 | 6.516654 | 2.012354 | 40.87689 | 389.98657 | 0.012261 | 8.54257 | 0.389749 | 0 | 0 | 0.28051 | 20.590893 | 14.01934 | 2.017121 | 1.102722 | 3.734734 | 5.968673 | 0.012186 | 2.255763 | 0.329123 | 0 | 0 | 0.247258 | 3.072272 | 2.709339 | 15.824266 | 0.008013 | 0.008505 | 0.000024 | 0.005747 | 0.059241 | 0.024552 | 0.074722 | 0.002074 | 0.012539 | 0.039018 | 0.046412 | 0 | 0.017117 | 0 | 0.000339 | 0 | 0.328949 | 0.357987 | 0.000006 | 0.000099 | 0.010975 | 0.003066 | 0.000015 | 0.000599 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.002791 | 10.348864 | 0.142949 | 0.001138 | 0.002163 | 0.003899 | 0.00003 | 0.002523 | 0.010757 | 0.005572 | 0.006154 | 0.000306 | 0.006863 | 0.008734 | 0.007323 | 0.000632 | 0.004923 | 0 | 0.001406 | 0.000015 | 0.014618 | 0.022306 | 0.000625 | 0.000644 | 0.001192 | 0.000846 | 0.001328 | 0.143722 | 0.966181 | 0.05552 | 0.554951 | 39 | 9.689064 | 61.493347 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:13 | 9.07866 | 2.673162 | 33.258022 | 0.943575 | 1.310411 | 0.000627 | 0.007515 | 0.514613 | 0.809575 | 0 | 20.798834 | 12.394729 | 2.31042 | 1.301053 | 3.533921 | 0.664529 | 0.837425 | 0.000627 | 0.007487 | 0.41516 | 0.593092 | 0 | 3.081857 | 2.594861 | 18.346771 | 0.009914 | 0.000011 | 0.000176 | 0.002853 | 0.092282 | 0.056978 | 0.066025 | 0.00188 | 0.07017 | 0.095029 | 0.038808 | 0.004689 | 0.062042 | 0.00398 | 0.046075 | 0.002427 | 0.189376 | 0.242707 | 0.000072 | 0.002778 | 0.006219 | 0.002911 | 0 | 0.002595 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.003187 | 8.697543 | 0.138109 | 0.001658 | 0.003837 | 0.001046 | 0.000119 | 0.002033 | 0.012746 | 0.013666 | 0.009556 | 0.000706 | 0.008744 | 0.01062 | 0.006326 | 0.00219 | 0.015639 | 0.002487 | 0.009267 | 0.001425 | 0.013618 | 0.020488 | 0.001018 | 0.001078 | 0.002061 | 0.000965 | 0.001151 | 0.120789 | 0.789949 | 0.033239 | 0.455369 | 33 | 9.823916 | 61.353863 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:14 | 5.273955 | 2.767422 | 190.10507 | 464.1792 | 0 | 21.781404 | 0 | 0.002914 | 0 | 0.057339 | 20.71608 | 11.785753 | 1.836407 | 1.326391 | 5.252823 | 6.142423 | 0 | 3.125945 | 0 | 0.002909 | 0 | 0.055755 | 3.078053 | 2.548332 | 31.563509 | 0.008649 | 0.000108 | 0.000117 | 0.001482 | 0.11977 | 0.048506 | 0.059636 | 0.000004 | 0.020716 | 0.146774 | 0.057766 | 0.003359 | 0.173383 | 0.006845 | 0.097057 | 0.001575 | 0.169205 | 0.074523 | 0.00618 | 0.000159 | 0.000069 | 0.00331 | 0.000002 | 0.000807 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.001214 | 8.981357 | 0.214213 | 0.001785 | 0.002118 | 0.000633 | 0.000124 | 0.000981 | 0.011681 | 0.006624 | 0.013084 | 0.000068 | 0.005575 | 0.017123 | 0.008843 | 0.000751 | 0.012139 | 0.002224 | 0.018976 | 0.001689 | 0.016827 | 0.014589 | 0.00059 | 0.001157 | 0.002373 | 0.000017 | 0.002249 | 0.12473 | 0.866228 | 0.034226 | 0.495479 | 40 | 9.693027 | 61.30226 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:15 | 5.07922 | 3.226708 | 126.883354 | 684.2199 | 0.008696 | 21.873077 | 1.152246 | 0.504704 | 0 | 0.458875 | 14.955544 | 16.508005 | 1.804876 | 1.441423 | 4.851119 | 6.52974 | 0.008658 | 3.129961 | 0.766512 | 0.408596 | 0 | 0.377665 | 2.769806 | 2.862658 | 18.908533 | 0.00358 | 0.002873 | 0.001096 | 0.002486 | 0.055653 | 0.017207 | 0.139905 | 0.000001 | 0.003874 | 0.164932 | 0.089235 | 0 | 0.052687 | 0.000001 | 0.021346 | 0.002727 | 0.309507 | 0.115736 | 0.000002 | 0.00001 | 0.002862 | 0.008161 | 0.000001 | 0.006118 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.000004 | 10.5492 | 0.157994 | 0.001745 | 0.001546 | 0.000671 | 0.001344 | 0.000904 | 0.008557 | 0.005026 | 0.022811 | 0.000576 | 0.002157 | 0.018653 | 0.00898 | 0.000872 | 0.006276 | 0.001483 | 0.006411 | 0.001711 | 0.018382 | 0.015778 | 0.000522 | 0.003022 | 0.001682 | 0.000017 | 0.001378 | 0.146504 | 0.73946 | 0.059168 | 0.442982 | 13 | 8.697543 | 60.02258 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:16 | 10.738477 | 4.66127 | 152.70111 | 114.444374 | 0.036328 | 10.321817 | 0.000187 | 3.789189 | 0 | 0.28705 | 18.332148 | 7.400201 | 2.462872 | 1.733648 | 5.03501 | 4.748789 | 0.035684 | 2.426732 | 0.000187 | 1.566361 | 0 | 0.252353 | 2.961769 | 2.128256 | 20.253551 | 0.005714 | 0.000016 | 0.016919 | 0.021461 | 0.016007 | 0.046671 | 0.061611 | 0.000048 | 0.074687 | 0.024426 | 0.035931 | 0 | 0.00513 | 0 | 0.004087 | 0.000055 | 0.338534 | 0.254503 | 0.000069 | 0.000218 | 0.088179 | 0.002863 | 0.002871 | 0 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.007398 | 6.143046 | 0.575937 | 0.000923 | 0.001784 | 0.000828 | 0.004084 | 0.007642 | 0.003706 | 0.013262 | 0.007537 | 0.000181 | 0.013476 | 0.006482 | 0.006518 | 0.000629 | 0.001791 | 0.000631 | 0.003187 | 0.000078 | 0.011827 | 0.010627 | 0.000452 | 0.001144 | 0.000984 | 0.002571 | 0.000927 | 0.085313 | 0.355054 | 0.045331 | 0.220183 | 27 | 10.051429 | 58.145283 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:17 | 7.894581 | 2.326428 | 0.647303 | 239.56786 | 0 | 1.90212 | 0.303049 | 0 | 0.00636 | 1.060173 | 19.785542 | 11.434978 | 2.185442 | 1.201899 | 0.499139 | 5.483002 | 0 | 1.065441 | 0.264707 | 0 | 0.00634 | 0.72279 | 3.034258 | 2.520513 | 13.944338 | 0.0001 | 0.000007 | 0.01003 | 0.000128 | 0.018102 | 0.002207 | 0.075165 | 0.000104 | 0.009697 | 0.113361 | 0.048587 | 0 | 0.008218 | 0.000001 | 0.004991 | 0.000004 | 0.384056 | 0.320201 | 0.000002 | 0.002035 | 0.000041 | 0.002962 | 0 | 0.000002 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.001654 | 9.78691 | 0.12252 | 0.001232 | 0.000881 | 0.000005 | 0.002786 | 0.000927 | 0.004183 | 0.003881 | 0.011483 | 0.000952 | 0.002724 | 0.013764 | 0.00755 | 0.001338 | 0.002171 | 0.000865 | 0.001944 | 0.000283 | 0.023377 | 0.015356 | 0.000231 | 0.001962 | 0.001593 | 0.000824 | 0.000672 | 0.135917 | 0.599478 | 0.12741 | 0.367698 | 28 | 10.006225 | 56.896893 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:18 | 10.453279 | 0 | 450.22028 | 0.190951 | 5.506805 | 2.292579 | 96.84639 | 2.48226 | 0 | 0 | 19.052765 | 12.801224 | 2.438276 | 0 | 6.111956 | 0.174752 | 1.872849 | 1.191671 | 4.583399 | 1.247681 | 0 | 0 | 2.998367 | 2.624757 | 15.821829 | 0 | 0.002884 | 0.002838 | 0.005353 | 0.066008 | 0.022902 | 0.028892 | 0.000061 | 0.042041 | 0.15217 | 0.026184 | 0 | 0.005678 | 0 | 0.002681 | 0.020041 | 0.432453 | 0.184385 | 0.000007 | 0.001426 | 0.000081 | 0.000014 | 0.002868 | 0.001031 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.000251 | 9.322288 | 0.347223 | 0.001121 | 0.000706 | 0.001027 | 0.000096 | 0.00107 | 0.008081 | 0.00766 | 0.004394 | 0.000922 | 0.009959 | 0.012412 | 0.005292 | 0 | 0.002815 | 0.000336 | 0.001891 | 0.007095 | 0.016547 | 0.018434 | 0 | 0.001253 | 0.000984 | 0.002931 | 0.002381 | 0.129465 | 0.543649 | 0.085234 | 0.336557 | 17 | 9.78691 | 56.510433 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:19 | 7.003425 | 2.954012 | 159.80049 | 550.8887 | 0 | 43.709785 | 0.865861 | 0.360861 | 0 | 0.417409 | 19.409164 | 14.953509 | 2.07987 | 1.374731 | 5.080164 | 6.313346 | 0 | 3.800192 | 0.623722 | 0.308118 | 0 | 0.34883 | 3.015984 | 2.769679 | 18.385359 | 0.004841 | 0.000002 | 0.000136 | 0.00543 | 0.080638 | 0.057469 | 0.118 | 0.00001 | 0.022101 | 0.151043 | 0.090274 | 0 | 0.049915 | 0.000003 | 0.040066 | 0.000294 | 0.230372 | 0.144526 | 0.000003 | 0.000245 | 0.000053 | 0.004331 | 0 | 0.000246 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.002921 | 9.046445 | 0.277091 | 0.001306 | 0.001962 | 0.000629 | 0.000681 | 0.001958 | 0.010057 | 0.006049 | 0.006948 | 0.000747 | 0.007088 | 0.013576 | 0.013923 | 0.000786 | 0.004869 | 0.002645 | 0.006731 | 0.000606 | 0.018996 | 0.01507 | 0.000743 | 0.001151 | 0.001639 | 0.001239 | 0.001732 | 0.125634 | 0.860975 | 0.053082 | 0.493304 | 36 | 15.709833 | 55.60712 |
loop0 | penalized_all_axes-pure_populations-constant | late_MgkPro | 2026-04-29_18-31-21_60c294dc | same_loop | late_MgkPro:2026-04-29_18-31-21_60c294dc:20 | 9.868363 | 2.016667 | 67.81265 | 0.618692 | 0.582164 | 11.651053 | 0.1057 | 0.989812 | 0 | 0.056094 | 23.221233 | 14.539146 | 2.385856 | 1.104153 | 4.231388 | 0.481618 | 0.458793 | 2.537741 | 0.100479 | 0.68804 | 0 | 0.054577 | 3.18723 | 2.743362 | 20.734087 | 0.006388 | 0.015333 | 0.000051 | 0.003659 | 0.106275 | 0.015273 | 0.126898 | 0.000113 | 0.023822 | 0.11545 | 0.066029 | 0.002844 | 0.081586 | 0.000001 | 0.005978 | 0.00629 | 0.28728 | 0.135534 | 0.000004 | 0.000039 | 0.00003 | 0.000177 | 0.000024 | 0.000923 | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | protocol_id | _ | one_hot | condition_concat | ['FSC - Area', 'FSC - Height', 'FSC - Width', 'SSC - Area', 'SSC - Height', 'SSC - Width'] | null | X_scatter | X_concat | ['gm-csf_[ng_ml]', 'tpo_[ng_ml]', 'sr1_[nm]', 'um171_[nm]', 'um729_[µm]', 'scf_[ng_ml]', 'butyzamide_[nm]', 'retinoic_acid_[µm]', 'ldl_[ng_ml]', 'il3_[ng_ml]', 'o2_[%]', 'days_of_culture'] | [] | 0 | true | 0.1 | true | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 12 | 10 | 2.5 | 1,120 | 1,120 | 750 | 50 | 100 | 25 | 50 | 20 | 20 | 18 | 0.1 | 2 | 7.5 | false | 1,000 | euler | 0.00001 | 0.00001 | true | 350 | null | 0 | 50 | euler | 0.00001 | 0.00001 | relu | null | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/conditional_model/flow_matching/2026-04-26_19-03-48/likely-donkey-20_FlowMatching.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/cell_type_classifier/2026-04-28_16-38-47/dandy-vortex-20_TargetPredictionModel.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_matching/2026-04-27_10-56-42/feasible-lake-25_FlowMatchingWithScore.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/checkpoints/prior/flow_map/2026-04-27_12-23-55/eager-brook-26_FlowMap.pkl | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant | 42 | late_MgkPro | 50 | 100 | euler | false | true | false | [0.07, 0.07, 0.0, 0.0, 0.07, 0.01, 0.07, 0.07, 0.0, 0.07, 0.07, 0.0, 0.21, 0.07, 0.07, 0.07, 0.0, 0.01, 0.07] | [False, False, True, True, False, False, False, False, True, False, False, True, True, False, False, False, True, False, False] | constant | null | null | 7 | null | all_conditions_wasserstein_distance | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/config.yaml | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/inverse_results.npz | /lustre/groups/ml01/workspace/lorenzo.consoli/projects/SFC_cambridge/output/inverse/loss_guidance/bloodplus_inverse_fm_old_measurements_official/penalized_all_axes-pure_populations-constant/late_MgkPro/2026-04-29_18-31-21_60c294dc/fwd_results.npz | 0.002254 | 10.51771 | 0.234542 | 0.001226 | 0.004602 | 0.004068 | 0.000414 | 0.003194 | 0.013075 | 0.002825 | 0.008167 | 0.001024 | 0.004249 | 0.010762 | 0.01017 | 0.000842 | 0.009394 | 0.00084 | 0.003805 | 0.002757 | 0.018907 | 0.014395 | 0.000704 | 0.001419 | 0.001879 | 0.001532 | 0.001895 | 0.146067 | 0.663231 | 0.099602 | 0.404649 | 32 | 10.376896 | 51.791084 |
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