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update ans
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xingzhongyu committed Jan 12, 2025
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20 changes: 15 additions & 5 deletions examples/atlas/get_result_web.py
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,7 @@
from tqdm import tqdm

from dance import logger
from dance.settings import METADIR
from dance.settings import DANCEDIR, METADIR
from dance.utils import try_import

# get yaml of best method
Expand Down Expand Up @@ -73,8 +73,18 @@ def get_sweep_url(step_csv: pd.DataFrame, single=True):
"""
ids = step_csv["id"]
sweep_urls = []
for run_id in tqdm(reversed(ids),
leave=False): #The reversal of order is related to additional_sweep_ids.append(sweep_id)
test_accs_exists = False
if "test_acc" in step_csv.columns:
test_accs = reversed(step_csv["test_acc"])
test_accs_exists = True
else:
test_accs = [np.nan] * len(ids)

for run_id, test_acc in tqdm(
zip(reversed(ids),
test_accs), leave=False): #The reversal of order is related to additional_sweep_ids.append(sweep_id)
if test_accs_exists and pd.isna(test_acc):
continue
api = wandb.Api(timeout=1000)
run = api.run(f"/{entity}/{project}/runs/{run_id}")
sweep_urls.append(run.sweep.url)
Expand Down Expand Up @@ -291,9 +301,9 @@ def get_new_ans(tissue):

for method_folder in tqdm(methods):
for dataset_id in collect_datasets:
if dataset_id == "f72958f5-7f42-4ebb-98da-445b0c6de516": #f72958f5-7f42-4ebb-98da-445b0c6de516
if dataset_id == "0b4a15a7-4e9e-4555-9733-2423e5c66469": #f72958f5-7f42-4ebb-98da-445b0c6de516
pass
file_path = f"../tuning/{method_folder}/{dataset_id}"
file_path = DANCEDIR / f"examples/tuning/{method_folder}/{dataset_id}"
if not check_exist(file_path):
continue
step2_url = get_sweep_url(pd.read_csv(f"{file_path}/results/pipeline/best_test_acc.csv"))
Expand Down
26 changes: 13 additions & 13 deletions examples/atlas/sweep_results/Blood_ans.csv
Original file line number Diff line number Diff line change
Expand Up @@ -889,7 +889,7 @@ c7775e88-49bf-4ba2-a03b-93f00447c958,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
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",0.1969999969005584,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/51smdbay|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/mhvqib1h,https://wandb.ai/xzy11632/dance-dev/sweeps/qpmixdis,https://wandb.ai/xzy11632/dance-dev/sweeps/j2p0o87d","- type: filter.gene
target: FilterGenesPlaceHolder
- type: normalize
target: Log1P
Expand Down Expand Up @@ -993,7 +993,7 @@ c7775e88-49bf-4ba2-a03b-93f00447c958,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
",0.19200000166893005,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/51z2kmba|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/exnltfk3,https://wandb.ai/xzy11632/dance-dev/sweeps/l5tne1kz,https://wandb.ai/xzy11632/dance-dev/sweeps/5v2hyx8m","- type: filter.gene
",0.19200000166893,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/51z2kmba|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/exnltfk3,https://wandb.ai/xzy11632/dance-dev/sweeps/l5tne1kz,https://wandb.ai/xzy11632/dance-dev/sweeps/5v2hyx8m","- type: filter.gene
target: FilterGenesPercentile
params: {}
- type: normalize
Expand Down Expand Up @@ -1077,7 +1077,7 @@ c7775e88-49bf-4ba2-a03b-93f00447c958,"step2:https://wandb.ai/xzy11632/dance-dev/
feature_channel: feature.cell
label_channel: cell_type
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2adb1f8a-a6b1-4909-8ee8-484814e2d4bf,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/bym68vxb|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/ecznwhs3,https://wandb.ai/xzy11632/dance-dev/sweeps/kqtogj5m,https://wandb.ai/xzy11632/dance-dev/sweeps/w9mcnr87","- type: filter.gene
2adb1f8a-a6b1-4909-8ee8-484814e2d4bf,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/0rvmzkia|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/e9ndxdji,https://wandb.ai/xzy11632/dance-dev/sweeps/6lndzud2,https://wandb.ai/xzy11632/dance-dev/sweeps/kboc5b0g","- type: filter.gene
target: FilterGenesPercentile
params: {}
- type: normalize
Expand Down Expand Up @@ -1173,7 +1173,7 @@ c7775e88-49bf-4ba2-a03b-93f00447c958,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
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3faad104-2ab8-4434-816d-474d8d2641db,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/fizus47n|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/opykbimx,https://wandb.ai/xzy11632/dance-dev/sweeps/i46fxdho,https://wandb.ai/xzy11632/dance-dev/sweeps/0rpl7b1w","- type: filter.gene
target: FilterGenesScanpyOrder
params:
Expand Down Expand Up @@ -1204,7 +1204,7 @@ c7775e88-49bf-4ba2-a03b-93f00447c958,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
",0.22200000286102295,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/j9vqmqzc|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/78oimcb2,https://wandb.ai/xzy11632/dance-dev/sweeps/p4bv7omo,https://wandb.ai/xzy11632/dance-dev/sweeps/v818bxqg","- type: filter.gene
",0.2220000028610229,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/j9vqmqzc|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/78oimcb2,https://wandb.ai/xzy11632/dance-dev/sweeps/p4bv7omo,https://wandb.ai/xzy11632/dance-dev/sweeps/v818bxqg","- type: filter.gene
target: FilterGenesPercentile
params:
min_val: 4
Expand Down Expand Up @@ -1296,7 +1296,7 @@ c7775e88-49bf-4ba2-a03b-93f00447c958,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
",0.26499998569488525,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/9despcsl|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/ezmsqc0q,https://wandb.ai/xzy11632/dance-dev/sweeps/wplvjtme,https://wandb.ai/xzy11632/dance-dev/sweeps/c3we0q6d","- type: filter.gene
",0.2649999856948852,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/9despcsl|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/ezmsqc0q,https://wandb.ai/xzy11632/dance-dev/sweeps/wplvjtme,https://wandb.ai/xzy11632/dance-dev/sweeps/c3we0q6d","- type: filter.gene
target: FilterGenesPercentile
params: {}
- type: normalize
Expand Down Expand Up @@ -1369,7 +1369,7 @@ c7775e88-49bf-4ba2-a03b-93f00447c958,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
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target: FilterGenesScanpyOrder
params:
Expand Down Expand Up @@ -1403,7 +1403,7 @@ ae29ebd0-1973-40a4-a6af-d15a5f77a80f,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
",0.29249998927116394,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/58nyk24l|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/lv24d8vj,https://wandb.ai/xzy11632/dance-dev/sweeps/ad02sli6,https://wandb.ai/xzy11632/dance-dev/sweeps/735gpode","- type: filter.gene
",0.2924999892711639,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/58nyk24l|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/lv24d8vj,https://wandb.ai/xzy11632/dance-dev/sweeps/ad02sli6,https://wandb.ai/xzy11632/dance-dev/sweeps/735gpode","- type: filter.gene
target: FilterGenesScanpyOrder
params:
order:
Expand Down Expand Up @@ -1517,7 +1517,7 @@ bc260987-8ee5-4b6e-8773-72805166b3f7,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
",0.30300000309944153,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/bjkz4jyd|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/u1a19m75,https://wandb.ai/xzy11632/dance-dev/sweeps/gfs40k7c,https://wandb.ai/xzy11632/dance-dev/sweeps/nrb4cgnm","- type: filter.gene
",0.3030000030994415,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/bjkz4jyd|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/u1a19m75,https://wandb.ai/xzy11632/dance-dev/sweeps/gfs40k7c,https://wandb.ai/xzy11632/dance-dev/sweeps/nrb4cgnm","- type: filter.gene
target: FilterGenesPlaceHolder
params: {}
- type: normalize
Expand Down Expand Up @@ -1602,7 +1602,7 @@ bc260987-8ee5-4b6e-8773-72805166b3f7,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
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bc2a7b3d-f04e-477e-96c9-9d5367d5425c,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/8b6rksvv|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/8ve5nwcj,https://wandb.ai/xzy11632/dance-dev/sweeps/6mpbu2hr,https://wandb.ai/xzy11632/dance-dev/sweeps/omervep1","- type: filter.gene
target: FilterGenesPlaceHolder
params: {}
Expand All @@ -1625,7 +1625,7 @@ bc2a7b3d-f04e-477e-96c9-9d5367d5425c,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
",0.22100000083446503,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/gih5b907|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/3h8b4ia7,https://wandb.ai/xzy11632/dance-dev/sweeps/nqd9ry7o,https://wandb.ai/xzy11632/dance-dev/sweeps/vkrxl804","- type: filter.gene
",0.221000000834465,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/gih5b907|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/3h8b4ia7,https://wandb.ai/xzy11632/dance-dev/sweeps/nqd9ry7o,https://wandb.ai/xzy11632/dance-dev/sweeps/vkrxl804","- type: filter.gene
target: FilterGenesPlaceHolder
- type: normalize
target: ScaleFeature
Expand Down Expand Up @@ -1701,7 +1701,7 @@ bc2a7b3d-f04e-477e-96c9-9d5367d5425c,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
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d9b4bc69-ed90-4f5f-99b2-61b0681ba436,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/jr5laoce|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/g2zr0j9a,https://wandb.ai/xzy11632/dance-dev/sweeps/qw5dtkuz,https://wandb.ai/xzy11632/dance-dev/sweeps/j6qftai2","- type: filter.gene
target: FilterGenesScanpyOrder
params:
Expand Down Expand Up @@ -2146,7 +2146,7 @@ d7d7e89c-c93a-422d-8958-9b4a90b69558,"step2:https://wandb.ai/xzy11632/dance-dev/
config_dict:
feature_channel: feature.cell
label_channel: cell_type
",0.1609999984502792,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/viqji691|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/ch8dy9h8,https://wandb.ai/xzy11632/dance-dev/sweeps/dcd34yk6,https://wandb.ai/xzy11632/dance-dev/sweeps/nimckczz","- type: filter.gene
",0.16099999845027924,"step2:https://wandb.ai/xzy11632/dance-dev/sweeps/viqji691|step3:https://wandb.ai/xzy11632/dance-dev/sweeps/ch8dy9h8,https://wandb.ai/xzy11632/dance-dev/sweeps/dcd34yk6,https://wandb.ai/xzy11632/dance-dev/sweeps/nimckczz","- type: filter.gene
target: FilterGenesPercentile
params:
min_val: 10
Expand Down
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