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Temp PR that investigates whether scaling to 200 perturbations adds value #56

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44bf095
Fix major bug in _distribute_weights() to send weights to trainer tha…
gdadlaney Apr 9, 2026
747681e
Fix the problem of GRAD_POOL going as None for clients that had stale…
gdadlaney Apr 9, 2026
728da3c
Temp commit that investigates whether scaling to 200 perturbations ad…
gdadlaney Apr 9, 2026
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4 changes: 2 additions & 2 deletions lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/aggregator.json
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Expand Up @@ -104,15 +104,15 @@
"uri": ""
},
"selector": {
"sort": "async_oort",
"sort": "async_random",
"kwargs": {
"//": "c: concurrency level",
"c": 30,
"aggGoal": 10,
"evalGoalFactor": 0,
"selectType": "default",
"roundNudgeType": "last_eval",
"minInitialTrainers": 10,
"minInitialTrainers": 30,
"k": 10,
"is_async": true
}
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_0.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
"training_delay_s": "4.0",
"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (300, 'UN_AVL'), (319273, 'AVL_EVAL'), (335119, 'AVL_TRAIN'), (338559, 'AVL_EVAL'), (344104, 'UN_AVL'), (345589, 'AVL_TRAIN'), (345593, 'UN_AVL'), (345607, 'AVL_TRAIN'), (348282, 'AVL_EVAL'), (362502, 'UN_AVL'), (385856, 'AVL_TRAIN'), (388120, 'AVL_EVAL'), (390794, 'AVL_TRAIN'), (393354, 'AVL_EVAL'), (398433, 'AVL_TRAIN'), (400757, 'UN_AVL')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_1.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
"training_delay_s": "16.0",
"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (250, 'UN_AVL'), (1053, 'AVL_TRAIN'), (7162, 'AVL_EVAL'), (25536, 'UN_AVL'), (25536, 'AVL_TRAIN'), (28540, 'AVL_EVAL'), (41113, 'AVL_TRAIN'), (46728, 'AVL_EVAL'), (46729, 'AVL_TRAIN'), (49430, 'AVL_EVAL'), (70897, 'UN_AVL'), (82393, 'AVL_TRAIN'), (82416, 'UN_AVL'), (82418, 'AVL_TRAIN'), (82771, 'UN_AVL'), (82773, 'AVL_TRAIN'), (85462, 'UN_AVL'), (85464, 'AVL_TRAIN'), (87018, 'UN_AVL'), (87019, 'AVL_TRAIN'), (87422, 'UN_AVL'), (87424, 'AVL_TRAIN'), (87593, 'UN_AVL'), (87593, 'AVL_TRAIN'), (87603, 'UN_AVL'), (87881, 'AVL_TRAIN'), (87942, 'UN_AVL'), (87986, 'AVL_TRAIN'), (88540, 'UN_AVL'), (88678, 'AVL_TRAIN'), (88944, 'UN_AVL'), (90360, 'AVL_EVAL'), (90360, 'AVL_TRAIN'), (90381, 'AVL_EVAL'), (91048, 'UN_AVL'), (99745, 'AVL_TRAIN'), (100257, 'UN_AVL'), (100258, 'AVL_TRAIN'), (100557, 'UN_AVL'), (100558, 'AVL_TRAIN'), (104033, 'UN_AVL'), (104048, 'AVL_TRAIN'), (105450, 'UN_AVL'), (105741, 'AVL_TRAIN'), (107180, 'UN_AVL'), (109017, 'AVL_TRAIN'), (112236, 'UN_AVL'), (112236, 'AVL_TRAIN'), (136022, 'AVL_EVAL'), (160213, 'UN_AVL'), (164156, 'AVL_TRAIN'), (164594, 'UN_AVL'), (164651, 'AVL_TRAIN'), (166084, 'AVL_EVAL'), (173372, 'AVL_TRAIN'), (179115, 'AVL_EVAL'), (190676, 'AVL_TRAIN'), (214769, 'AVL_EVAL'), (214770, 'AVL_TRAIN'), (214773, 'AVL_EVAL'), (236404, 'UN_AVL'), (236404, 'AVL_TRAIN'), (238132, 'AVL_EVAL'), (240851, 'AVL_TRAIN'), (240936, 'AVL_EVAL'), (240975, 'AVL_TRAIN'), (247016, 'AVL_EVAL'), (261220, 'AVL_TRAIN'), (261795, 'AVL_EVAL'), (261795, 'AVL_TRAIN'), (264001, 'AVL_EVAL'), (264002, 'AVL_TRAIN'), (264003, 'AVL_EVAL'), (305427, 'AVL_TRAIN'), (310176, 'AVL_EVAL'), (310210, 'AVL_TRAIN'), (310213, 'AVL_EVAL'), (310765, 'AVL_TRAIN'), (312095, 'AVL_EVAL'), (312095, 'AVL_TRAIN'), (312105, 'AVL_EVAL'), (317629, 'AVL_TRAIN'), (317635, 'AVL_EVAL'), (317636, 'AVL_TRAIN'), (317637, 'AVL_EVAL'), (317637, 'AVL_TRAIN'), (317638, 'AVL_EVAL'), (317638, 'AVL_TRAIN'), (317639, 'AVL_EVAL'), (317639, 'AVL_TRAIN'), (317642, 'AVL_EVAL'), (317642, 'AVL_TRAIN'), (317645, 'AVL_EVAL'), (317647, 'AVL_TRAIN'), (317659, 'AVL_EVAL'), (317678, 'AVL_TRAIN'), (318323, 'AVL_EVAL'), (332409, 'UN_AVL'), (336461, 'AVL_TRAIN'), (341841, 'AVL_EVAL'), (341846, 'AVL_TRAIN'), (341992, 'AVL_EVAL'), (342694, 'AVL_TRAIN'), (344375, 'AVL_EVAL'), (346579, 'AVL_TRAIN'), (347263, 'AVL_EVAL'), (357902, 'UN_AVL'), (364184, 'AVL_TRAIN'), (364887, 'UN_AVL'), (386041, 'AVL_TRAIN'), (394420, 'AVL_EVAL'), (418953, 'UN_AVL'), (421325, 'AVL_TRAIN'), (425216, 'AVL_EVAL'), (425217, 'AVL_TRAIN'), (425541, 'AVL_EVAL'), (425542, 'AVL_TRAIN'), (425543, 'AVL_EVAL'), (434131, 'AVL_TRAIN'), (435716, 'AVL_EVAL'), (435720, 'AVL_TRAIN'), (438737, 'AVL_EVAL'), (449946, 'UN_AVL'), (472426, 'AVL_TRAIN'), (473276, 'UN_AVL'), (473287, 'AVL_TRAIN'), (474779, 'AVL_EVAL'), (475599, 'AVL_TRAIN'), (478630, 'AVL_EVAL'), (481838, 'AVL_TRAIN'), (481859, 'AVL_EVAL'), (483147, 'UN_AVL')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_10.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
"training_delay_s": "11.0",
"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (300, 'UN_AVL'), (12839, 'AVL_EVAL'), (62636, 'AVL_TRAIN'), (71903, 'AVL_EVAL'), (135083, 'UN_AVL'), (156109, 'AVL_TRAIN'), (164237, 'AVL_EVAL'), (189998, 'AVL_TRAIN'), (191541, 'AVL_EVAL'), (191547, 'AVL_TRAIN'), (191550, 'AVL_EVAL'), (191876, 'AVL_TRAIN'), (204944, 'AVL_EVAL'), (204947, 'AVL_TRAIN'), (205073, 'AVL_EVAL'), (205077, 'AVL_TRAIN'), (205079, 'AVL_EVAL'), (205376, 'AVL_TRAIN'), (205381, 'AVL_EVAL'), (205386, 'AVL_TRAIN'), (205425, 'AVL_EVAL'), (205428, 'AVL_TRAIN'), (205640, 'AVL_EVAL'), (205644, 'AVL_TRAIN'), (205651, 'AVL_EVAL'), (210583, 'AVL_TRAIN'), (223064, 'AVL_EVAL'), (276050, 'UN_AVL'), (326481, 'AVL_EVAL'), (331715, 'UN_AVL')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_100.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
"training_delay_s": "4.0",
"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (227, 'AVL_EVAL'), (1757, 'AVL_TRAIN'), (2266, 'AVL_EVAL'), (15753, 'UN_AVL'), (75638, 'AVL_TRAIN'), (76263, 'UN_AVL'), (77006, 'AVL_TRAIN'), (78334, 'UN_AVL'), (78346, 'AVL_TRAIN'), (78405, 'UN_AVL'), (78406, 'AVL_TRAIN'), (78543, 'UN_AVL'), (78549, 'AVL_TRAIN'), (79377, 'UN_AVL'), (79379, 'AVL_TRAIN'), (79486, 'UN_AVL'), (79495, 'AVL_TRAIN'), (79791, 'UN_AVL'), (79796, 'AVL_TRAIN'), (80059, 'UN_AVL'), (80071, 'AVL_TRAIN'), (80937, 'UN_AVL'), (80967, 'AVL_TRAIN'), (80978, 'UN_AVL'), (80979, 'AVL_TRAIN'), (81195, 'UN_AVL'), (81206, 'AVL_TRAIN'), (85845, 'AVL_EVAL'), (86392, 'AVL_TRAIN'), (87189, 'AVL_EVAL'), (89364, 'AVL_TRAIN'), (89365, 'AVL_EVAL'), (97105, 'UN_AVL'), (102534, 'AVL_TRAIN'), (124202, 'AVL_EVAL'), (160572, 'UN_AVL'), (168151, 'AVL_TRAIN'), (168659, 'UN_AVL'), (168714, 'AVL_TRAIN'), (169183, 'UN_AVL'), (170940, 'AVL_TRAIN'), (171086, 'UN_AVL'), (172784, 'AVL_TRAIN')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_101.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
"training_delay_s": "20.0",
"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (227, 'AVL_EVAL'), (1757, 'AVL_TRAIN'), (2266, 'AVL_EVAL'), (15753, 'UN_AVL'), (75638, 'AVL_TRAIN'), (76263, 'UN_AVL'), (77006, 'AVL_TRAIN'), (78334, 'UN_AVL'), (78346, 'AVL_TRAIN'), (78405, 'UN_AVL'), (78406, 'AVL_TRAIN'), (78543, 'UN_AVL'), (78549, 'AVL_TRAIN'), (79377, 'UN_AVL'), (79379, 'AVL_TRAIN'), (79486, 'UN_AVL'), (79495, 'AVL_TRAIN'), (79791, 'UN_AVL'), (79796, 'AVL_TRAIN'), (80059, 'UN_AVL'), (80071, 'AVL_TRAIN'), (80937, 'UN_AVL'), (80967, 'AVL_TRAIN'), (80978, 'UN_AVL'), (80979, 'AVL_TRAIN'), (81195, 'UN_AVL'), (81206, 'AVL_TRAIN'), (85845, 'AVL_EVAL'), (86392, 'AVL_TRAIN'), (87189, 'AVL_EVAL'), (89364, 'AVL_TRAIN'), (89365, 'AVL_EVAL'), (97105, 'UN_AVL'), (102534, 'AVL_TRAIN'), (124202, 'AVL_EVAL'), (160572, 'UN_AVL'), (168151, 'AVL_TRAIN'), (168659, 'UN_AVL'), (168714, 'AVL_TRAIN'), (169183, 'UN_AVL'), (170940, 'AVL_TRAIN'), (171086, 'UN_AVL'), (172784, 'AVL_TRAIN')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_102.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
"training_delay_s": "3.0",
"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (227, 'AVL_EVAL'), (1757, 'AVL_TRAIN'), (2266, 'AVL_EVAL'), (15753, 'UN_AVL'), (75638, 'AVL_TRAIN'), (76263, 'UN_AVL'), (77006, 'AVL_TRAIN'), (78334, 'UN_AVL'), (78346, 'AVL_TRAIN'), (78405, 'UN_AVL'), (78406, 'AVL_TRAIN'), (78543, 'UN_AVL'), (78549, 'AVL_TRAIN'), (79377, 'UN_AVL'), (79379, 'AVL_TRAIN'), (79486, 'UN_AVL'), (79495, 'AVL_TRAIN'), (79791, 'UN_AVL'), (79796, 'AVL_TRAIN'), (80059, 'UN_AVL'), (80071, 'AVL_TRAIN'), (80937, 'UN_AVL'), (80967, 'AVL_TRAIN'), (80978, 'UN_AVL'), (80979, 'AVL_TRAIN'), (81195, 'UN_AVL'), (81206, 'AVL_TRAIN'), (85845, 'AVL_EVAL'), (86392, 'AVL_TRAIN'), (87189, 'AVL_EVAL'), (89364, 'AVL_TRAIN'), (89365, 'AVL_EVAL'), (97105, 'UN_AVL'), (102534, 'AVL_TRAIN'), (124202, 'AVL_EVAL'), (160572, 'UN_AVL'), (168151, 'AVL_TRAIN'), (168659, 'UN_AVL'), (168714, 'AVL_TRAIN'), (169183, 'UN_AVL'), (170940, 'AVL_TRAIN'), (171086, 'UN_AVL'), (172784, 'AVL_TRAIN')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_103.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
"training_delay_s": "17.0",
"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (227, 'AVL_EVAL'), (1757, 'AVL_TRAIN'), (2266, 'AVL_EVAL'), (15753, 'UN_AVL'), (75638, 'AVL_TRAIN'), (76263, 'UN_AVL'), (77006, 'AVL_TRAIN'), (78334, 'UN_AVL'), (78346, 'AVL_TRAIN'), (78405, 'UN_AVL'), (78406, 'AVL_TRAIN'), (78543, 'UN_AVL'), (78549, 'AVL_TRAIN'), (79377, 'UN_AVL'), (79379, 'AVL_TRAIN'), (79486, 'UN_AVL'), (79495, 'AVL_TRAIN'), (79791, 'UN_AVL'), (79796, 'AVL_TRAIN'), (80059, 'UN_AVL'), (80071, 'AVL_TRAIN'), (80937, 'UN_AVL'), (80967, 'AVL_TRAIN'), (80978, 'UN_AVL'), (80979, 'AVL_TRAIN'), (81195, 'UN_AVL'), (81206, 'AVL_TRAIN'), (85845, 'AVL_EVAL'), (86392, 'AVL_TRAIN'), (87189, 'AVL_EVAL'), (89364, 'AVL_TRAIN'), (89365, 'AVL_EVAL'), (97105, 'UN_AVL'), (102534, 'AVL_TRAIN'), (124202, 'AVL_EVAL'), (160572, 'UN_AVL'), (168151, 'AVL_TRAIN'), (168659, 'UN_AVL'), (168714, 'AVL_TRAIN'), (169183, 'UN_AVL'), (170940, 'AVL_TRAIN'), (171086, 'UN_AVL'), (172784, 'AVL_TRAIN')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_104.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
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"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (227, 'AVL_EVAL'), (1757, 'AVL_TRAIN'), (2266, 'AVL_EVAL'), (15753, 'UN_AVL'), (75638, 'AVL_TRAIN'), (76263, 'UN_AVL'), (77006, 'AVL_TRAIN'), (78334, 'UN_AVL'), (78346, 'AVL_TRAIN'), (78405, 'UN_AVL'), (78406, 'AVL_TRAIN'), (78543, 'UN_AVL'), (78549, 'AVL_TRAIN'), (79377, 'UN_AVL'), (79379, 'AVL_TRAIN'), (79486, 'UN_AVL'), (79495, 'AVL_TRAIN'), (79791, 'UN_AVL'), (79796, 'AVL_TRAIN'), (80059, 'UN_AVL'), (80071, 'AVL_TRAIN'), (80937, 'UN_AVL'), (80967, 'AVL_TRAIN'), (80978, 'UN_AVL'), (80979, 'AVL_TRAIN'), (81195, 'UN_AVL'), (81206, 'AVL_TRAIN'), (85845, 'AVL_EVAL'), (86392, 'AVL_TRAIN'), (87189, 'AVL_EVAL'), (89364, 'AVL_TRAIN'), (89365, 'AVL_EVAL'), (97105, 'UN_AVL'), (102534, 'AVL_TRAIN'), (124202, 'AVL_EVAL'), (160572, 'UN_AVL'), (168151, 'AVL_TRAIN'), (168659, 'UN_AVL'), (168714, 'AVL_TRAIN'), (169183, 'UN_AVL'), (170940, 'AVL_TRAIN'), (171086, 'UN_AVL'), (172784, 'AVL_TRAIN')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_105.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
"training_delay_factor": "10",
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"avl_events_mobiperf_3st_50": "[(0, 'AVL_TRAIN'), (227, 'AVL_EVAL'), (1757, 'AVL_TRAIN'), (2266, 'AVL_EVAL'), (15753, 'UN_AVL'), (75638, 'AVL_TRAIN'), (76263, 'UN_AVL'), (77006, 'AVL_TRAIN'), (78334, 'UN_AVL'), (78346, 'AVL_TRAIN'), (78405, 'UN_AVL'), (78406, 'AVL_TRAIN'), (78543, 'UN_AVL'), (78549, 'AVL_TRAIN'), (79377, 'UN_AVL'), (79379, 'AVL_TRAIN'), (79486, 'UN_AVL'), (79495, 'AVL_TRAIN'), (79791, 'UN_AVL'), (79796, 'AVL_TRAIN'), (80059, 'UN_AVL'), (80071, 'AVL_TRAIN'), (80937, 'UN_AVL'), (80967, 'AVL_TRAIN'), (80978, 'UN_AVL'), (80979, 'AVL_TRAIN'), (81195, 'UN_AVL'), (81206, 'AVL_TRAIN'), (85845, 'AVL_EVAL'), (86392, 'AVL_TRAIN'), (87189, 'AVL_EVAL'), (89364, 'AVL_TRAIN'), (89365, 'AVL_EVAL'), (97105, 'UN_AVL'), (102534, 'AVL_TRAIN'), (124202, 'AVL_EVAL'), (160572, 'UN_AVL'), (168151, 'AVL_TRAIN'), (168659, 'UN_AVL'), (168714, 'AVL_TRAIN'), (169183, 'UN_AVL'), (170940, 'AVL_TRAIN'), (171086, 'UN_AVL'), (172784, 'AVL_TRAIN')]",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_106.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_107.json
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Expand Up @@ -81,7 +81,7 @@
"manual_seed": 42,
"client_num_in_total": 0,
"warmup_ratio": 1,
"training_delay_enabled": "True",
"training_delay_enabled": "False",
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_108.json
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_109.json
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"manual_seed": 42,
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_11.json
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"manual_seed": 42,
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2 changes: 1 addition & 1 deletion lib/python/examples/fwdllm/expts/run_tc_expts/json_scripts/trainer_110.json
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Expand Up @@ -81,7 +81,7 @@
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