get_recourse and get_recourse_and_learn hang #2
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I had a look at this, and it seems related to how Basically, the app is loaded in a If we run I did not find any clever way to fix it nicely, since I myself have no idea where the issue could lie specifically. |
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Hi Giovanni,
In the last iteration of dockerfile I removed uwsgi because it runs as
admin but it is not a good idea.
The problem still persists.
…On Mon, 21 Aug 2023 at 23:58, Giovanni De Toni ***@***.***> wrote:
I had a look at this, and it seems related to how uwsgi deals with
threads and python.
Basically, the app is loaded in a pre-forking mode, in which the workers
are just "forked" from the main process. Such processes should share all
the objects of the main process, but sometimes there are issues with it. In
our case, the predict() method of our pytorch models hangs, thus blocking
the entire app
If we run uwsgi --ini uwsgi.ini --lazy-apps the problem disappears, at
the cost of using much more RAM (each process will have its own copy of the
ML models).
I did not find any clever way to fix it nicely, since I myself have no
idea where the issue could lie.
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step to reproduce:
with parameters
{ "features": { "adult": [ { "name": "age", "value": 27 }, { "name": "capital_gain", "value": 0 }, { "name": "capital_loss", "value": 0 }, { "name": "education", "value": "Bachelors" }, { "name": "hours_per_week", "value": 40 }, { "name": "marital_status", "value": "Never-married" }, { "name": "native_country", "value": "United-States" }, { "name": "occupation", "value": "Adm-clerical" }, { "name": "race", "value": "White" }, { "name": "relationship", "value": "Not-in-family" }, { "name": "sex", "value": "Female" }, { "name": "workclass", "value": "Private" } ], "lendingclub": [ { "name": "acc_now_delinq", "value": 0 }, { "name": "acc_open_past_24mths", "value": 6 }, { "name": "all_util", "value": 40 }, { "name": "annual_inc", "value": 13000 }, { "name": "application_type", "value": "Joint App" }, { "name": "avg_cur_bal", "value": 1761 }, { "name": "bc_open_to_buy", "value": 1596 }, { "name": "bc_util", "value": 82.8 }, { "name": "chargeoff_within_12_mths", "value": 0 }, { "name": "collections_12_mths_ex_med", "value": 0 }, { "name": "debt_settlement_flag", "value": "N" }, { "name": "delinq_2yrs", "value": 0 }, { "name": "delinq_amnt", "value": 0 }, { "name": "dti", "value": 82.36 }, { "name": "emp_length", "value": "1 year" }, { "name": "fico_range_high", "value": 734 }, { "name": "fico_range_low", "value": 730 }, { "name": "grade", "value": "E" }, { "name": "hardship_flag", "value": "N" }, { "name": "home_ownership", "value": "RENT" }, { "name": "il_util", "value": 57 }, { "name": "initial_list_status", "value": "f" }, { "name": "inq_fi", "value": 1 }, { "name": "inq_last_12m", "value": 2 }, { "name": "inq_last_6mths", "value": 2 }, { "name": "installment", "value": 809.02 }, { "name": "int_rate", "value": 26.3 }, { "name": "last_fico_range_high", "value": 664 }, { "name": "last_fico_range_low", "value": 660 }, { "name": "loan_amnt", "value": 20000 }, { "name": "max_bal_bc", "value": 4617 }, { "name": "mo_sin_old_il_acct", "value": 25 }, { "name": "mo_sin_old_rev_tl_op", "value": 91 }, { "name": "mo_sin_rcnt_rev_tl_op", "value": 20 }, { "name": "mo_sin_rcnt_tl", "value": 20 }, { "name": "mort_acc", "value": 0 }, { "name": "mths_since_last_delinq", "value": 18 }, { "name": "mths_since_last_major_derog", "value": 30.5 }, { "name": "mths_since_rcnt_il", "value": 20 }, { "name": "mths_since_recent_bc", "value": 35 }, { "name": "mths_since_recent_inq", "value": 0 }, { "name": "mths_since_recent_revol_delinq", "value": 9 }, { "name": "num_accts_ever_120_pd", "value": 0 }, { "name": "num_actv_bc_tl", "value": 3 }, { "name": "num_actv_rev_tl", "value": 5 }, { "name": "num_bc_sats", "value": 4 }, { "name": "num_bc_tl", "value": 4 }, { "name": "num_il_tl", "value": 3 }, { "name": "num_op_rev_tl", "value": 11 }, { "name": "num_rev_accts", "value": 13 }, { "name": "num_rev_tl_bal_gt_0", "value": 5 }, { "name": "num_sats", "value": 13 }, { "name": "num_tl_120dpd_2m", "value": 0 }, { "name": "num_tl_30dpd", "value": 0 }, { "name": "num_tl_90g_dpd_24m", "value": 0 }, { "name": "num_tl_op_past_12m", "value": 0 }, { "name": "open_acc", "value": 13 }, { "name": "open_acc_6m", "value": 0 }, { "name": "open_act_il", "value": 2 }, { "name": "open_il_12m", "value": 0 }, { "name": "open_il_24m", "value": 2 }, { "name": "open_rv_12m", "value": 0 }, { "name": "open_rv_24m", "value": 4 }, { "name": "pct_tl_nvr_dlq", "value": 100 }, { "name": "percent_bc_gt_75", "value": 75 }, { "name": "policy_code", "value": 1 }, { "name": "pub_rec", "value": 0 }, { "name": "pub_rec_bankruptcies", "value": 0 }, { "name": "purpose", "value": "debt_consolidation" }, { "name": "pymnt_plan", "value": "n" }, { "name": "revol_bal", "value": 9173 }, { "name": "revol_util", "value": 28.8 }, { "name": "sub_grade", "value": "E5" }, { "name": "tax_liens", "value": 0 }, { "name": "term", "value": "36 months" }, { "name": "tot_coll_amt", "value": 0 }, { "name": "tot_cur_bal", "value": 21129 }, { "name": "tot_hi_cred_lim", "value": 52900 }, { "name": "total_acc", "value": 16 }, { "name": "total_bal_ex_mort", "value": 21129 }, { "name": "total_bal_il", "value": 11956 }, { "name": "total_bc_limit", "value": 9300 }, { "name": "total_cu_tl", "value": 3 }, { "name": "total_il_high_credit_limit", "value": 21000 }, { "name": "verification_status", "value": "Verified" } ] }, "preferences": {} }The text was updated successfully, but these errors were encountered: