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Created May 11, 2021 19:10
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poptimizer evolve crash log
Raw
gistfile1.txt
$ python3 ./poptimizer/__main__.py evolve
{"t":{"$date":"2021-05-11T20:54:08.494+03:00"},"s":"I", "c":"CONTROL", "id":23285, "ctx":"main","msg":"Automatically disabling TLS 1.0, to force-enable TLS 1.0 specify --sslDisabledProtocols 'none'"}
{"t":{"$date":"2021-05-11T20:54:08.501+03:00"},"s":"W", "c":"ASIO", "id":22601, "ctx":"main","msg":"No TransportLayer configured during NetworkInterface startup"}
{"t":{"$date":"2021-05-11T20:54:08.501+03:00"},"s":"I", "c":"NETWORK", "id":4648601, "ctx":"main","msg":"Implicit TCP FastOpen unavailable. If TCP FastOpenis required, set tcpFastOpenServer, tcpFastOpenClient, and tcpFastOpenQueueSize."}
{"t":{"$date":"2021-05-11T20:54:08.501+03:00"},"s":"I", "c":"STORAGE", "id":4615611, "ctx":"initandlisten","msg":"MongoDB starting","attr":{"pid":6363,"port":27017,"dbPath":"/home/parsee/poptimizer/db","architecture":"64-bit","host":"freeopt1"}}
{"t":{"$date":"2021-05-11T20:54:08.501+03:00"},"s":"I", "c":"CONTROL", "id":23403, "ctx":"initandlisten","msg":"Build Info","attr":{"buildInfo":{"version":"4.4.6","gitVersion":"72e66213c2c3eab37d9358d5e78ad7f5c1d0d0d7","openSSLVersion":"OpenSSL 1.1.1d 10 Sep 2019","modules":[],"allocator":"tcmalloc","environment":{"distmod":"debian10","distarch":"x86_64","target_arch":"x86_64"}}}}
{"t":{"$date":"2021-05-11T20:54:08.501+03:00"},"s":"I", "c":"CONTROL", "id":51765, "ctx":"initandlisten","msg":"Operating System","attr":{"os":{"name":"PRETTY_NAME=\"Debian GNU/Linux 10 (buster)\"","version":"Kernel 4.19.0-16-cloud-amd64"}}}
{"t":{"$date":"2021-05-11T20:54:08.501+03:00"},"s":"I", "c":"CONTROL", "id":21951, "ctx":"initandlisten","msg":"Options set by command line","attr":{"options":{"net":{"bindIp":"localhost"},"storage":{"dbPath":"/home/parsee/poptimizer/db","directoryPerDB":true}}}}
{"t":{"$date":"2021-05-11T20:54:08.505+03:00"},"s":"I", "c":"STORAGE", "id":22297, "ctx":"initandlisten","msg":"Using the XFS filesystem is strongly recommended with the WiredTiger storage engine. See http://dochub.mongodb.org/core/prodnotes-filesystem","tags":["startupWarnings"]}
{"t":{"$date":"2021-05-11T20:54:08.505+03:00"},"s":"I", "c":"STORAGE", "id":22315, "ctx":"initandlisten","msg":"Opening WiredTiger","attr":{"config":"create,cache_size=256M,session_max=33000,eviction=(threads_min=4,threads_max=4),config_base=false,statistics=(fast),log=(enabled=true,archive=true,path=journal,compressor=snappy),file_manager=(close_idle_time=100000,close_scan_interval=10,close_handle_minimum=250),statistics_log=(wait=0),verbose=[recovery_progress,checkpoint_progress,compact_progress],"}}
{"t":{"$date":"2021-05-11T20:54:09.046+03:00"},"s":"I", "c":"STORAGE", "id":22430, "ctx":"initandlisten","msg":"WiredTiger message","attr":{"message":"[1620755649:46479][6363:0x7f1789175140], txn-recover: [WT_VERB_RECOVERY | WT_VERB_RECOVERY_PROGRESS] Set global recovery timestamp: (0, 0)"}}
{"t":{"$date":"2021-05-11T20:54:09.046+03:00"},"s":"I", "c":"STORAGE", "id":22430, "ctx":"initandlisten","msg":"WiredTiger message","attr":{"message":"[1620755649:46650][6363:0x7f1789175140], txn-recover: [WT_VERB_RECOVERY | WT_VERB_RECOVERY_PROGRESS] Set global oldest timestamp: (0, 0)"}}
{"t":{"$date":"2021-05-11T20:54:09.054+03:00"},"s":"I", "c":"STORAGE", "id":4795906, "ctx":"initandlisten","msg":"WiredTiger opened","attr":{"durationMillis":549}}
{"t":{"$date":"2021-05-11T20:54:09.054+03:00"},"s":"I", "c":"RECOVERY", "id":23987, "ctx":"initandlisten","msg":"WiredTiger recoveryTimestamp","attr":{"recoveryTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:09.066+03:00"},"s":"I", "c":"STORAGE", "id":4366408, "ctx":"initandlisten","msg":"No table logging settings modifications are required for existing WiredTiger tables","attr":{"loggingEnabled":true}}
{"t":{"$date":"2021-05-11T20:54:09.066+03:00"},"s":"I", "c":"STORAGE", "id":22262, "ctx":"initandlisten","msg":"Timestamp monitor starting"}
{"t":{"$date":"2021-05-11T20:54:09.070+03:00"},"s":"W", "c":"CONTROL", "id":22120, "ctx":"initandlisten","msg":"Access control is not enabled for the database. Read and write access to data and configuration is unrestricted","tags":["startupWarnings"]}
{"t":{"$date":"2021-05-11T20:54:09.070+03:00"},"s":"W", "c":"CONTROL", "id":22178, "ctx":"initandlisten","msg":"/sys/kernel/mm/transparent_hugepage/enabled is 'always'. We suggest setting it to 'never'","tags":["startupWarnings"]}
{"t":{"$date":"2021-05-11T20:54:09.071+03:00"},"s":"W", "c":"CONTROL", "id":22184, "ctx":"initandlisten","msg":"Soft rlimits too low","attr":{"currentValue":1024,"recommendedMinimum":64000},"tags":["startupWarnings"]}
{"t":{"$date":"2021-05-11T20:54:09.078+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"initandlisten","msg":"createCollection","attr":{"namespace":"admin.system.version","uuidDisposition":"provided","uuid":{"uuid":{"$uuid":"95ec62c6-21c3-4d40-9f8a-9ca1f091ce78"}},"options":{"uuid":{"$uuid":"95ec62c6-21c3-4d40-9f8a-9ca1f091ce78"}}}}
{"t":{"$date":"2021-05-11T20:54:09.089+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"initandlisten","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"admin.system.version","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:09.089+03:00"},"s":"I", "c":"COMMAND", "id":20459, "ctx":"initandlisten","msg":"Setting featureCompatibilityVersion","attr":{"newVersion":"4.4"}}
{"t":{"$date":"2021-05-11T20:54:09.090+03:00"},"s":"I", "c":"STORAGE", "id":20536, "ctx":"initandlisten","msg":"Flow Control is enabled on this deployment"}
{"t":{"$date":"2021-05-11T20:54:09.092+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"initandlisten","msg":"createCollection","attr":{"namespace":"local.startup_log","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"082fd9c0-1109-4fa0-8e3a-2b17ff26c230"}},"options":{"capped":true,"size":10485760}}}
{"t":{"$date":"2021-05-11T20:54:09.103+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"initandlisten","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"local.startup_log","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:09.104+03:00"},"s":"I", "c":"FTDC", "id":20625, "ctx":"initandlisten","msg":"Initializing full-time diagnostic data capture","attr":{"dataDirectory":"/home/parsee/poptimizer/db/diagnostic.data"}}
{"t":{"$date":"2021-05-11T20:54:09.106+03:00"},"s":"I", "c":"CONTROL", "id":20712, "ctx":"LogicalSessionCacheReap","msg":"Sessions collection is not set up; waiting until next sessions reap interval","attr":{"error":"NamespaceNotFound: config.system.sessions does not exist"}}
{"t":{"$date":"2021-05-11T20:54:09.106+03:00"},"s":"I", "c":"NETWORK", "id":23015, "ctx":"listener","msg":"Listening on","attr":{"address":"/tmp/mongodb-27017.sock"}}
{"t":{"$date":"2021-05-11T20:54:09.106+03:00"},"s":"I", "c":"NETWORK", "id":23015, "ctx":"listener","msg":"Listening on","attr":{"address":"127.0.0.1"}}
{"t":{"$date":"2021-05-11T20:54:09.106+03:00"},"s":"I", "c":"NETWORK", "id":23016, "ctx":"listener","msg":"Waiting for connections","attr":{"port":27017,"ssl":"off"}}
{"t":{"$date":"2021-05-11T20:54:09.106+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"LogicalSessionCacheRefresh","msg":"createCollection","attr":{"namespace":"config.system.sessions","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"9198eb44-6b71-4464-9ffd-f0da785b8222"}},"options":{}}}
{"t":{"$date":"2021-05-11T20:54:09.124+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"LogicalSessionCacheRefresh","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"config.system.sessions","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:09.124+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"LogicalSessionCacheRefresh","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"config.system.sessions","index":"lsidTTLIndex","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:09.387+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38770","connectionId":1,"connectionCount":1}}
{"t":{"$date":"2021-05-11T20:54:09.388+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn1","msg":"client metadata","attr":{"remote":"127.0.0.1:38770","client":"conn1","doc":{"driver":{"name":"PyMongo|Motor","version":"3.11.4|2.4.0"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0|asyncio"}}}
{"t":{"$date":"2021-05-11T20:54:09.389+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38772","connectionId":2,"connectionCount":2}}
{"t":{"$date":"2021-05-11T20:54:09.389+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn2","msg":"client metadata","attr":{"remote":"127.0.0.1:38772","client":"conn2","doc":{"driver":{"name":"PyMongo|Motor","version":"3.11.4|2.4.0"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0|asyncio"}}}
{"t":{"$date":"2021-05-11T20:54:09.390+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38774","connectionId":3,"connectionCount":3}}
{"t":{"$date":"2021-05-11T20:54:09.392+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn3","msg":"client metadata","attr":{"remote":"127.0.0.1:38774","client":"conn3","doc":{"driver":{"name":"PyMongo|Motor","version":"3.11.4|2.4.0"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0|asyncio"}}}
{"t":{"$date":"2021-05-11T20:54:09.439+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38780","connectionId":4,"connectionCount":4}}
{"t":{"$date":"2021-05-11T20:54:09.439+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38782","connectionId":5,"connectionCount":5}}
{"t":{"$date":"2021-05-11T20:54:09.440+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn5","msg":"client metadata","attr":{"remote":"127.0.0.1:38782","client":"conn5","doc":{"driver":{"name":"mongo-go-driver","version":"v1.4.2"},"os":{"type":"linux","architecture":"amd64"},"platform":"go1.15.8","application":{"name":"mongorestore"}}}}
{"t":{"$date":"2021-05-11T20:54:09.441+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38786","connectionId":6,"connectionCount":6}}
{"t":{"$date":"2021-05-11T20:54:09.441+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn4","msg":"client metadata","attr":{"remote":"127.0.0.1:38780","client":"conn4","doc":{"driver":{"name":"mongo-go-driver","version":"v1.4.2"},"os":{"type":"linux","architecture":"amd64"},"platform":"go1.15.8","application":{"name":"mongorestore"}}}}
{"t":{"$date":"2021-05-11T20:54:09.441+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn6","msg":"client metadata","attr":{"remote":"127.0.0.1:38786","client":"conn6","doc":{"driver":{"name":"mongo-go-driver","version":"v1.4.2"},"os":{"type":"linux","architecture":"amd64"},"platform":"go1.15.8","application":{"name":"mongorestore"}}}}
2021-05-11T20:54:09.442+0300 preparing collections to restore from
2021-05-11T20:54:09.442+0300 reading metadata for source.dividends from /home/parsee/poptimizer/dump/source/dividends.metadata.json
{"t":{"$date":"2021-05-11T20:54:09.442+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"conn6","msg":"createCollection","attr":{"namespace":"source.dividends","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"c2ba839c-d520-47cb-a1a7-1c06dc3a8e7c"}},"options":{}}}
{"t":{"$date":"2021-05-11T20:54:09.454+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"conn6","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"source.dividends","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
2021-05-11T20:54:09.455+0300 restoring source.dividends from /home/parsee/poptimizer/dump/source/dividends.bson
2021-05-11T20:54:09.465+0300 restoring indexes for collection source.dividends from metadata
{"t":{"$date":"2021-05-11T20:54:09.465+03:00"},"s":"I", "c":"INDEX", "id":20438, "ctx":"conn6","msg":"Index build: registering","attr":{"buildUUID":{"uuid":{"$uuid":"e1921c3a-f329-4451-b9ca-edb386ca8369"}},"namespace":"source.dividends","collectionUUID":{"uuid":{"$uuid":"c2ba839c-d520-47cb-a1a7-1c06dc3a8e7c"}},"indexes":1,"firstIndex":{"name":"ticker"}}}
{"t":{"$date":"2021-05-11T20:54:09.466+03:00"},"s":"I", "c":"INDEX", "id":20383, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Ignoring obsolete { background: false } index build option because all indexes are built in the background with the hybrid method"}
{"t":{"$date":"2021-05-11T20:54:09.478+03:00"},"s":"I", "c":"INDEX", "id":20384, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Index build: starting","attr":{"namespace":"source.dividends","buildUUID":null,"properties":{"v":2,"key":{"ticker":1},"name":"ticker","background":false},"method":"Hybrid","maxTemporaryMemoryUsageMB":200}}
{"t":{"$date":"2021-05-11T20:54:09.478+03:00"},"s":"I", "c":"INDEX", "id":20440, "ctx":"conn6","msg":"Index build: waiting for index build to complete","attr":{"buildUUID":{"uuid":{"$uuid":"e1921c3a-f329-4451-b9ca-edb386ca8369"}},"deadline":{"$date":{"$numberLong":"9223372036854775807"}}}}
{"t":{"$date":"2021-05-11T20:54:09.479+03:00"},"s":"I", "c":"INDEX", "id":20391, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Index build: collection scan done","attr":{"buildUUID":null,"totalRecords":1142,"durationMillis":0}}
{"t":{"$date":"2021-05-11T20:54:09.480+03:00"},"s":"I", "c":"INDEX", "id":20685, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Index build: inserted keys from external sorter into index","attr":{"namespace":"source.dividends","index":"ticker","keysInserted":1142,"durationMillis":0}}
{"t":{"$date":"2021-05-11T20:54:09.483+03:00"},"s":"I", "c":"STORAGE", "id":3856203, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Index build: waiting fornext action before completing final phase","attr":{"buildUUID":{"uuid":{"$uuid":"e1921c3a-f329-4451-b9ca-edb386ca8369"}}}}
{"t":{"$date":"2021-05-11T20:54:09.483+03:00"},"s":"I", "c":"STORAGE", "id":3856204, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Index build: received signal","attr":{"buildUUID":{"uuid":{"$uuid":"e1921c3a-f329-4451-b9ca-edb386ca8369"}},"action":"Single-phase commit"}}
{"t":{"$date":"2021-05-11T20:54:09.483+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"source.dividends","index":"ticker","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:09.485+03:00"},"s":"I", "c":"STORAGE", "id":20663, "ctx":"IndexBuildsCoordinatorMongod-0","msg":"Index build: completed successfully","attr":{"buildUUID":{"uuid":{"$uuid":"e1921c3a-f329-4451-b9ca-edb386ca8369"}},"namespace":"source.dividends","uuid":{"uuid":{"$uuid":"c2ba839c-d520-47cb-a1a7-1c06dc3a8e7c"}},"indexesBuilt":1,"numIndexesBefore":1,"numIndexesAfter":2}}
{"t":{"$date":"2021-05-11T20:54:09.485+03:00"},"s":"I", "c":"INDEX", "id":20447, "ctx":"conn6","msg":"Index build: completed","attr":{"buildUUID":{"uuid":{"$uuid":"e1921c3a-f329-4451-b9ca-edb386ca8369"}}}}
2021-05-11T20:54:09.485+0300 finished restoring source.dividends (1142 documents, 0 failures)
2021-05-11T20:54:09.485+0300 1142 document(s) restored successfully. 0 document(s) failed to restore.
{"t":{"$date":"2021-05-11T20:54:09.486+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn4","msg":"Connection ended","attr":{"remote":"127.0.0.1:38780","connectionId":4,"connectionCount":5}}
{"t":{"$date":"2021-05-11T20:54:09.486+03:00"},"s":"I", "c":"-", "id":20883, "ctx":"conn5","msg":"Interrupted operation as its client disconnected","attr":{"opId":25}}
{"t":{"$date":"2021-05-11T20:54:09.488+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn6","msg":"Connection ended","attr":{"remote":"127.0.0.1:38786","connectionId":6,"connectionCount":4}}
{"t":{"$date":"2021-05-11T20:54:09.488+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn5","msg":"Connection ended","attr":{"remote":"127.0.0.1:38782","connectionId":5,"connectionCount":3}}
{"t":{"$date":"2021-05-11T20:54:09.552+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38792","connectionId":7,"connectionCount":4}}
{"t":{"$date":"2021-05-11T20:54:09.552+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38794","connectionId":8,"connectionCount":5}}
{"t":{"$date":"2021-05-11T20:54:09.552+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn8","msg":"client metadata","attr":{"remote":"127.0.0.1:38794","client":"conn8","doc":{"driver":{"name":"mongo-go-driver","version":"v1.4.2"},"os":{"type":"linux","architecture":"amd64"},"platform":"go1.15.8","application":{"name":"mongodump"}}}}
{"t":{"$date":"2021-05-11T20:54:09.552+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38798","connectionId":9,"connectionCount":6}}
{"t":{"$date":"2021-05-11T20:54:09.553+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn7","msg":"client metadata","attr":{"remote":"127.0.0.1:38792","client":"conn7","doc":{"driver":{"name":"mongo-go-driver","version":"v1.4.2"},"os":{"type":"linux","architecture":"amd64"},"platform":"go1.15.8","application":{"name":"mongodump"}}}}
{"t":{"$date":"2021-05-11T20:54:09.553+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn9","msg":"client metadata","attr":{"remote":"127.0.0.1:38798","client":"conn9","doc":{"driver":{"name":"mongo-go-driver","version":"v1.4.2"},"os":{"type":"linux","architecture":"amd64"},"platform":"go1.15.8","application":{"name":"mongodump"}}}}
2021-05-11T20:54:09.558+0300 writing source.dividends to /home/parsee/poptimizer/dump/source/dividends.bson
2021-05-11T20:54:09.560+0300 done dumping source.dividends (1142 documents)
{"t":{"$date":"2021-05-11T20:54:09.561+03:00"},"s":"I", "c":"-", "id":20883, "ctx":"conn8","msg":"Interrupted operation as its client disconnected","attr":{"opId":42}}
{"t":{"$date":"2021-05-11T20:54:09.561+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn7","msg":"Connection ended","attr":{"remote":"127.0.0.1:38792","connectionId":7,"connectionCount":5}}
{"t":{"$date":"2021-05-11T20:54:09.563+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn8","msg":"Connection ended","attr":{"remote":"127.0.0.1:38794","connectionId":8,"connectionCount":4}}
{"t":{"$date":"2021-05-11T20:54:09.569+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn9","msg":"Connection ended","attr":{"remote":"127.0.0.1:38798","connectionId":9,"connectionCount":3}}
{"t":{"$date":"2021-05-11T20:54:11.156+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"conn2","msg":"createCollection","attr":{"namespace":"data.misc","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"0869e4e2-b090-42ca-8a5a-6116ccfb26aa"}},"options":{}}}
{"t":{"$date":"2021-05-11T20:54:11.169+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"conn2","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"data.misc","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:14.746+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38808","connectionId":10,"connectionCount":4}}
{"t":{"$date":"2021-05-11T20:54:14.753+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn10","msg":"client metadata","attr":{"remote":"127.0.0.1:38808","client":"conn10","doc":{"driver":{"name":"PyMongo|Motor","version":"3.11.4|2.4.0"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0|asyncio"}}}
{"t":{"$date":"2021-05-11T20:54:14.758+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38810","connectionId":11,"connectionCount":5}}
{"t":{"$date":"2021-05-11T20:54:14.758+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn11","msg":"client metadata","attr":{"remote":"127.0.0.1:38810","client":"conn11","doc":{"driver":{"name":"PyMongo|Motor","version":"3.11.4|2.4.0"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0|asyncio"}}}
{"t":{"$date":"2021-05-11T20:54:15.115+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38822","connectionId":12,"connectionCount":6}}
{"t":{"$date":"2021-05-11T20:54:15.116+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn12","msg":"client metadata","attr":{"remote":"127.0.0.1:38822","client":"conn12","doc":{"driver":{"name":"PyMongo|Motor","version":"3.11.4|2.4.0"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0|asyncio"}}}
{"t":{"$date":"2021-05-11T20:54:15.131+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38824","connectionId":13,"connectionCount":7}}
{"t":{"$date":"2021-05-11T20:54:15.149+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn13","msg":"client metadata","attr":{"remote":"127.0.0.1:38824","client":"conn13","doc":{"driver":{"name":"PyMongo|Motor","version":"3.11.4|2.4.0"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0|asyncio"}}}
{"t":{"$date":"2021-05-11T20:54:24.737+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"conn12","msg":"createCollection","attr":{"namespace":"data.quotes","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"9dc131f1-1c62-4b35-97bf-4f1469129684"}},"options":{}}}
{"t":{"$date":"2021-05-11T20:54:24.739+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"conn13","msg":"createCollection","attr":{"namespace":"data.dividends","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"220ecd42-330a-4e6c-8fb3-2f49bbf794a0"}},"options":{}}}
{"t":{"$date":"2021-05-11T20:54:24.749+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"conn12","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"data.quotes","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:24.760+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"conn13","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"data.dividends","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:48.143+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"conn2","msg":"createCollection","attr":{"namespace":"data.indexes","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"722c9d07-abb0-4dff-846e-8fba84fffca7"}},"options":{}}}
{"t":{"$date":"2021-05-11T20:54:48.183+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"conn2","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"data.indexes","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
{"t":{"$date":"2021-05-11T20:54:53.070+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38894","connectionId":14,"connectionCount":8}}
{"t":{"$date":"2021-05-11T20:54:53.075+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn14","msg":"client metadata","attr":{"remote":"127.0.0.1:38894","client":"conn14","doc":{"driver":{"name":"PyMongo","version":"3.11.4"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0"}}}
{"t":{"$date":"2021-05-11T20:54:53.084+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38896","connectionId":15,"connectionCount":9}}
{"t":{"$date":"2021-05-11T20:54:53.084+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn15","msg":"client metadata","attr":{"remote":"127.0.0.1:38896","client":"conn15","doc":{"driver":{"name":"PyMongo","version":"3.11.4"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0"}}}
{"t":{"$date":"2021-05-11T20:54:53.780+03:00"},"s":"I", "c":"NETWORK", "id":22943, "ctx":"listener","msg":"Connection accepted","attr":{"remote":"127.0.0.1:38898","connectionId":16,"connectionCount":10}}
{"t":{"$date":"2021-05-11T20:54:53.781+03:00"},"s":"I", "c":"NETWORK", "id":51800, "ctx":"conn16","msg":"client metadata","attr":{"remote":"127.0.0.1:38898","client":"conn16","doc":{"driver":{"name":"PyMongo","version":"3.11.4"},"os":{"type":"Linux","name":"Linux","architecture":"x86_64","version":"4.19.0-16-cloud-amd64"},"platform":"CPython 3.9.4.final.0"}}}
Имеется 0 организмов из 90
Создаю базовые генотипы — 1/90
{"t":{"$date":"2021-05-11T20:54:53.823+03:00"},"s":"I", "c":"STORAGE", "id":20320, "ctx":"conn16","msg":"createCollection","attr":{"namespace":"data.models","uuidDisposition":"generated","uuid":{"uuid":{"$uuid":"0951f176-152e-4b4b-a1e7-438b6d46c6c6"}},"options":{}}}
{"t":{"$date":"2021-05-11T20:54:53.835+03:00"},"s":"I", "c":"INDEX", "id":20345, "ctx":"conn16","msg":"Index build: done building","attr":{"buildUUID":null,"namespace":"data.models","index":"_id_","commitTimestamp":{"$timestamp":{"t":0,"i":0}}}}
Data: {'batch_size': 128.5615329332263, 'history_days': 50.76739534326215, 'ticker_on': 0.3919518931988488, 'day_of_year_on': 0.5804040613184847, 'day_of_period_on': -0.6329104967279878, 'prices_on': 0.4299292986123956, 'dividends_on': 0.07612792646190769, 'turnover_on': 0.38327163651812557, 'average_turnover_on': 0.6927575466805186, 'rvi_on': -0.6675374797470526, 'mcftrr_on': -0.008228565918664499, 'imoex_on': -0.9587270908050969, 'ticker_type_on': -0.7943068354388858, 'usd_on': -0.2575872342484018, 'open_on': -0.5632382941869024}
Model: {'start_bn': 0.4498657429009931, 'kernels': 2.8168673296396656, 'sub_blocks': 1.1058031890792206, 'gate_channels': 4.4334910882918255, 'residual_channels': 4.411743827246602, 'skip_channels': 4.511264440303143, 'end_channels': 4.234018055509306}
Optimizer: {'betas': 0.9989957827026531, 'eps': 9.997405826566835e-09, 'weight_decay': 0.010048512528808676}
Scheduler: {'max_lr': 0.005700672535338137, 'epochs': 0.9991152705090692, 'pct_start': 0.300124236395564, 'anneal_strategy': 0.08446007875671735, 'base_momentum': 0.8505815179695391, 'max_momentum': 0.9491057752160345, 'div_factor': 24.995591581113782, 'final_div_factor': 10041.776463176107}
Создаю базовые генотипы — 2/90
Data: {'batch_size': 128.77163343917354, 'history_days': 50.100674929365894, 'ticker_on': 0.4293787474287445, 'day_of_year_on': 0.2687164329288504, 'day_of_period_on': -0.8875334681360045, 'prices_on': 0.45089427682002214, 'dividends_on': 0.7360892467693293, 'turnover_on': 0.09388456112590393, 'average_turnover_on': 0.11547960438024962, 'rvi_on': -0.9051431409758485, 'mcftrr_on': -0.1961026515345019, 'imoex_on': -0.5243166116464948, 'ticker_type_on': -0.011664947401682335, 'usd_on': -0.8178408709230557, 'open_on': -0.7453181638188708}
Model: {'start_bn': 0.5261093632338056, 'kernels': 2.1197797466651997, 'sub_blocks': 1.1602807524063756, 'gate_channels': 4.472521385401056, 'residual_channels': 4.5050351323019315, 'skip_channels': 4.866658906804405, 'end_channels': 4.417300642410781}
Optimizer: {'betas': 0.9990011703872724, 'eps': 9.995680223791822e-09, 'weight_decay': 0.010066795688353695}
Scheduler: {'max_lr': 0.006962928723080579, 'epochs': 0.9999604130305528, 'pct_start': 0.3005683872763734, 'anneal_strategy': 0.045394718140185475, 'base_momentum': 0.8495026090891071, 'max_momentum': 0.9493184337084193, 'div_factor': 24.973788050394326, 'final_div_factor': 9999.355734743473}
Создаю базовые генотипы — 3/90
Data: {'batch_size': 128.7902950362887, 'history_days': 50.43576063491074, 'ticker_on': 0.6764093154620529, 'day_of_year_on': 0.38900963872486605, 'day_of_period_on': -0.7939360211982227, 'prices_on': 0.7453392455339624, 'dividends_on': 0.7500345393703023, 'turnover_on': 0.7276500202235664, 'average_turnover_on':0.25310054272720484, 'rvi_on': -0.4295746109086347, 'mcftrr_on': -0.22587476490129177, 'imoex_on': -0.020486848293703508, 'ticker_type_on': -0.9070075390042595, 'usd_on': -0.9900850780227518, 'open_on': -0.655279748105314}
Model: {'start_bn': 0.6109862322630254, 'kernels': 2.358822046649112, 'sub_blocks': 1.1468597420374576, 'gate_channels': 4.5218706580611165, 'residual_channels': 4.108750625036263, 'skip_channels': 4.719417578887816, 'end_channels': 4.160306299331587}
Optimizer: {'betas': 0.9989905784173005, 'eps': 9.996216081791703e-09, 'weight_decay': 0.009994819768545868}
Scheduler: {'max_lr': 0.008102238596429456, 'epochs': 0.9997602815080855, 'pct_start': 0.2998789893747836, 'anneal_strategy': 0.21419132156166265, 'base_momentum': 0.850334891573545, 'max_momentum': 0.9492908594120365, 'div_factor': 24.91899923140009, 'final_div_factor': 10001.50706282589}
Создаю базовые генотипы — 4/90
Data: {'batch_size': 128.58701423301517, 'history_days': 50.77336813647131, 'ticker_on': 0.5568481608891548, 'day_of_year_on': 0.3863083980866602, 'day_of_period_on': -0.4073909225515381, 'prices_on': 0.2723606154720226, 'dividends_on': 0.3018522341662516, 'turnover_on': 0.6864591873650471, 'average_turnover_on':0.5809522224123465, 'rvi_on': -0.7039684830344606, 'mcftrr_on': -0.42155048604306855, 'imoex_on': -0.6461676497053652, 'ticker_type_on': -0.02819702056166884, 'usd_on': -0.13074853841027811, 'open_on': -0.6953911104032828}
Model: {'start_bn': 0.3134910771326793, 'kernels': 2.1792653758436864, 'sub_blocks': 1.1414807604049677, 'gate_channels': 4.8657022160848244, 'residual_channels': 4.762498616725614, 'skip_channels': 4.709528397526462, 'end_channels': 4.436295635337338}
Optimizer: {'betas': 0.9990022433806087, 'eps': 9.992639975211354e-09, 'weight_decay': 0.010011284338588423}
Scheduler: {'max_lr': 0.00278159985831703, 'epochs': 1.0004039921213357, 'pct_start': 0.3007609994631581, 'anneal_strategy': 0.9064169481564087, 'base_momentum': 0.8496434887008438, 'max_momentum': 0.9491702801308137, 'div_factor': 25.039553488500538, 'final_div_factor': 10059.179769752272}
Создаю базовые генотипы — 5/90
Data: {'batch_size': 128.31072210137717, 'history_days': 50.583520538668466, 'ticker_on': 0.47767610793514104, 'day_of_year_on': 0.16991874469121326, 'day_of_period_on': -0.9826745051035721, 'prices_on': 0.91716905507494, 'dividends_on': 0.2128391961045979, 'turnover_on': 0.07101559767128662, 'average_turnover_on': 0.16212257127864604, 'rvi_on': -0.26716862395828334, 'mcftrr_on': -0.093451837502178, 'imoex_on': -0.9166561015412071, 'ticker_type_on': -0.8352423454261375, 'usd_on': -0.7444502286960935, 'open_on': -0.8231956609857645}
Model: {'start_bn': 0.4631195745490665, 'kernels': 2.5139418298880765, 'sub_blocks': 1.1097242696934588, 'gate_channels': 4.715136084668664, 'residual_channels': 4.554978721948121, 'skip_channels': 4.750187617944502, 'end_channels': 4.763344686627103}
Optimizer: {'betas': 0.998991271628301, 'eps': 9.994219446890522e-09, 'weight_decay': 0.010047951276053768}
Scheduler: {'max_lr': 0.00639467705980141, 'epochs': 1.0004058803253544, 'pct_start': 0.29929199535611706, 'anneal_strategy': 0.18615860729200318, 'base_momentum': 0.8509437438801941, 'max_momentum': 0.9494375474485648, 'div_factor': 25.034333284212526, 'final_div_factor': 10033.740049056238}
Создаю базовые генотипы — 6/90
Data: {'batch_size': 128.82109004026643, 'history_days': 50.49003803736647, 'ticker_on': 0.24727511986175288, 'day_of_year_on': 0.6844344299019336, 'day_of_period_on': -0.35498149330451056, 'prices_on': 0.42395430228147846, 'dividends_on': 0.50931376698082, 'turnover_on': 0.8288438692619821, 'average_turnover_on': 0.5388253628531315, 'rvi_on': -0.6344867125517303, 'mcftrr_on': -0.055170999823064726, 'imoex_on': -0.37858659080229695, 'ticker_type_on': -0.65433426338685, 'usd_on': -0.851045007712289, 'open_on': -0.9932890539150079}
Model: {'start_bn': 0.07129157731121616, 'kernels': 2.476909899274867, 'sub_blocks': 1.1741519142217174, 'gate_channels': 4.8757650231823995, 'residual_channels': 4.346564872423797, 'skip_channels': 4.519017271482602, 'end_channels': 4.721762461660372}
Optimizer: {'betas': 0.998999257749384, 'eps': 1.000867489373626e-08, 'weight_decay': 0.009996563227812698}
Scheduler: {'max_lr': 0.009735367661392845, 'epochs': 0.9993213535563412, 'pct_start': 0.3008446460084537, 'anneal_strategy': 0.12072667439474971, 'base_momentum': 0.8499069191504776, 'max_momentum': 0.9492245839167262, 'div_factor': 25.090881537863417, 'final_div_factor': 10050.126510319957}
Создаю базовые генотипы — 7/90
Data: {'batch_size': 128.13234413527226, 'history_days': 50.47651411995136, 'ticker_on': 0.14841473606958133, 'day_of_year_on': 0.27071238701145217, 'day_of_period_on': -0.056397506338416004, 'prices_on': 0.8210775162217969, 'dividends_on': 0.6607853038292852, 'turnover_on': 0.5690657685445025, 'average_turnover_on': 0.7449051757673035, 'rvi_on': -0.387353342448293, 'mcftrr_on': -0.044224286620708764, 'imoex_on': -0.33323527284832366, 'ticker_type_on': -0.9260971361360611, 'usd_on': -0.1600819384439338, 'open_on': -0.4449972436149888}
Model: {'start_bn': 0.0735422381769486, 'kernels': 2.687898991522259, 'sub_blocks': 1.1581978834503743, 'gate_channels': 4.850902431043986, 'residual_channels': 4.75561391641462, 'skip_channels': 4.781964335662415, 'end_channels': 4.49767318450408}
Optimizer: {'betas': 0.9990098586608395, 'eps': 9.995893468023457e-09, 'weight_decay': 0.009990472115401142}
Scheduler: {'max_lr': 0.007982555583426067, 'epochs': 0.999990944415243, 'pct_start': 0.30091474861964096, 'anneal_strategy': 0.8283612061519946, 'base_momentum': 0.850952547938081, 'max_momentum': 0.9494180839005544, 'div_factor': 24.936601929108654, 'final_div_factor': 10088.660071988203}
Создаю базовые генотипы — 8/90
Data: {'batch_size': 128.53027222596864, 'history_days': 50.71628974193146, 'ticker_on': 0.06678610184147338, 'day_of_year_on': 0.9696719206765804, 'day_of_period_on': -0.45669873237837233, 'prices_on': 0.06363994129046868, 'dividends_on': 0.7400995699034321, 'turnover_on': 0.48448251742756554, 'average_turnover_on': 0.8493815116908646, 'rvi_on': -0.8514568799346214, 'mcftrr_on': -0.11563477977655401, 'imoex_on': -0.42817205303033135, 'ticker_type_on': -0.08880449209129182, 'usd_on': -0.5478265062244202, 'open_on': -0.1310239808069137}
Model: {'start_bn': 0.22859648446065106, 'kernels': 2.115274990914057, 'sub_blocks': 1.117215821965683, 'gate_channels': 4.5052804906155925, 'residual_channels': 4.359072957509462, 'skip_channels': 4.860331225615103, 'end_channels': 4.888250610736764}
Optimizer: {'betas': 0.9989906649658615, 'eps': 1.0000249753434751e-08, 'weight_decay': 0.010079724701275683}
Scheduler: {'max_lr': 0.009974621570594613, 'epochs': 0.9993712356095716, 'pct_start': 0.2997473890453203, 'anneal_strategy': 0.2839919193078977, 'base_momentum': 0.8502021163267212, 'max_momentum': 0.9498740352650703, 'div_factor': 24.907147403058932, 'final_div_factor': 10078.00141560574}
Создаю базовые генотипы — 9/90
Data: {'batch_size': 128.6247605094092, 'history_days': 50.46341911073657, 'ticker_on': 0.012777552219378485, 'day_of_year_on': 0.722603019519072, 'day_of_period_on': -0.4808953989413486, 'prices_on': 0.03279141589561041, 'dividends_on': 0.4935170360589016, 'turnover_on': 0.6931613931323176, 'average_turnover_on': 0.5780983816453991, 'rvi_on': -0.7187371624433324, 'mcftrr_on': -0.9838689413276059, 'imoex_on': -0.23473806177458523, 'ticker_type_on': -0.16254548489014364, 'usd_on': -0.6337647713042379, 'open_on': -0.8726228089664259}
Model: {'start_bn': 0.5059586119868333, 'kernels': 2.545546075545037, 'sub_blocks': 1.1205812486563416, 'gate_channels': 4.8516225115474585, 'residual_channels': 4.279965218531897, 'skip_channels': 4.6300779798720475, 'end_channels': 4.882835416894279}
Optimizer: {'betas': 0.9990047367685334, 'eps': 9.993510867748903e-09, 'weight_decay': 0.010074835396072207}
Scheduler: {'max_lr': 0.004487797892398395, 'epochs': 0.9998398803757025, 'pct_start': 0.29958519381710463, 'anneal_strategy': 0.9057326484946221, 'base_momentum': 0.849035505052173, 'max_momentum': 0.9506878800539579, 'div_factor': 24.932379925545444, 'final_div_factor': 10075.91140724794}
Создаю базовые генотипы — 10/90
Data: {'batch_size': 128.15737028970221, 'history_days': 50.70964560895606, 'ticker_on': 0.44778588347331205, 'day_of_year_on': 0.6600860399557189, 'day_of_period_on': -0.2638982959658295, 'prices_on': 0.3021564793259184, 'dividends_on': 0.006749677180880598, 'turnover_on': 0.9951916002168383, 'average_turnover_on': 0.6660216405255156, 'rvi_on': -0.2505289344445246, 'mcftrr_on': -0.8158577427424882, 'imoex_on': -0.6746017627140758, 'ticker_type_on': -0.278795978137673, 'usd_on': -0.6352168697419788, 'open_on': -0.8537048483015335}
Model: {'start_bn': 0.5662699402927288, 'kernels': 2.1626096624429856, 'sub_blocks': 1.1063521515592858, 'gate_channels': 4.230418864531209, 'residual_channels': 4.762541950185619, 'skip_channels': 4.715962280475597, 'end_channels': 4.549109289593814}
Optimizer: {'betas': 0.9990003888762645, 'eps': 1.0006305299062737e-08, 'weight_decay': 0.010014879594741632}
Scheduler: {'max_lr': 0.002319365339153236, 'epochs': 0.9991649499544878, 'pct_start': 0.30023188101822107, 'anneal_strategy': 0.8648495191197002, 'base_momentum': 0.8498837293760324, 'max_momentum': 0.9505967340787789, 'div_factor': 24.971288210081386, 'final_div_factor': 10086.320381022653}
Создаю базовые генотипы — 11/90
Data: {'batch_size': 128.80024459619239, 'history_days': 50.756199554033245, 'ticker_on': 0.5905977950208186, 'day_of_year_on': 0.2864243403251353, 'day_of_period_on': -0.08808882466611279, 'prices_on': 0.02803998308497413, 'dividends_on': 0.9376894058570328, 'turnover_on': 0.9692073244754279, 'average_turnover_on': 0.31646298040829857, 'rvi_on': -0.5604238443930255, 'mcftrr_on': -0.24513650815907517, 'imoex_on': -0.3635072094189846, 'ticker_type_on': -0.363701996007038, 'usd_on': -0.9336802540051207, 'open_on': -0.4755696560348792}
Model: {'start_bn': 0.7483772330197224, 'kernels': 2.317787405597672, 'sub_blocks': 1.164719802060709, 'gate_channels': 4.8841814138079265, 'residual_channels': 4.236714141858134, 'skip_channels': 4.8746749282584725, 'end_channels': 4.74365094947518}
Optimizer: {'betas': 0.9990013403794609, 'eps': 1.000649829983743e-08, 'weight_decay': 0.010094302834513883}
Scheduler: {'max_lr': 0.006717959712825346, 'epochs': 0.9995921333897198, 'pct_start': 0.30034486381573, 'anneal_strategy': 0.6626228011182638, 'base_momentum': 0.8502662900119108, 'max_momentum': 0.9501032397650829, 'div_factor': 24.95044923935339, 'final_div_factor': 10003.526102877755}
Создаю базовые генотипы — 12/90
Data: {'batch_size': 128.54643561525498, 'history_days': 50.18432240409618, 'ticker_on': 0.7507474279292912, 'day_of_year_on': 0.7572358468680848, 'day_of_period_on': -0.7501589853176909, 'prices_on': 0.7006932832403382, 'dividends_on': 0.08924799778564241, 'turnover_on': 0.41739650851114274, 'average_turnover_on': 0.24357561223483848, 'rvi_on': -0.36338834513751384, 'mcftrr_on': -0.5024855162901912, 'imoex_on': -0.5833563393930455, 'ticker_type_on': -0.483928254659558, 'usd_on': -0.476587995104663, 'open_on': -0.10304499542147938}
Model: {'start_bn': 0.3830031106063596, 'kernels': 2.888988878743029, 'sub_blocks': 1.1458734171120621, 'gate_channels': 4.468862808212753, 'residual_channels': 4.100165712465761, 'skip_channels': 4.266684889368696, 'end_channels': 4.867660582218365}
Optimizer: {'betas': 0.9989961715004052, 'eps': 9.99879700932396e-09, 'weight_decay': 0.010077191016317056}
Scheduler: {'max_lr': 0.0032719570707660617, 'epochs': 0.9990619510829897, 'pct_start': 0.2996350661109714, 'anneal_strategy': 0.24222334137950385, 'base_momentum': 0.8490021623440056, 'max_momentum': 0.9491046740578764, 'div_factor': 25.056824226873154, 'final_div_factor': 10043.515131980203}
Создаю базовые генотипы — 13/90
Data: {'batch_size': 128.6751972442449, 'history_days': 50.21872115749385, 'ticker_on': 0.2403161174945716, 'day_of_year_on': 0.4512352853278282, 'day_of_period_on': -0.7924049585637818, 'prices_on': 0.7035742877438663, 'dividends_on': 0.9278820190434025, 'turnover_on': 0.4618388818410165, 'average_turnover_on': 0.6578103056460108, 'rvi_on': -0.705061484796917, 'mcftrr_on': -0.351655979343102, 'imoex_on': -0.9961057141897554, 'ticker_type_on': -0.09536741219369815, 'usd_on': -0.4177524401636066, 'open_on': -0.7595082206421445}
Model: {'start_bn': 0.5215275904863499, 'kernels': 2.3165663378328665, 'sub_blocks': 1.160926794852895, 'gate_channels': 4.455514606747786, 'residual_channels': 4.368021190123375, 'skip_channels': 4.740083758993297, 'end_channels': 4.254784514371238}
Optimizer: {'betas': 0.9990023955505363, 'eps': 9.997931816285761e-09, 'weight_decay': 0.009996737902608134}
Scheduler: {'max_lr': 0.0032182632131410125, 'epochs': 0.9998230267563067, 'pct_start': 0.2994714800854549, 'anneal_strategy': 0.016182753830781826, 'base_momentum': 0.8492067800984145, 'max_momentum': 0.9501387191447414, 'div_factor': 25.020467466877005, 'final_div_factor': 10044.812044330676}
Создаю базовые генотипы — 14/90
Data: {'batch_size': 128.84009218520617, 'history_days': 50.665115205476546, 'ticker_on': 0.4932240147454152, 'day_of_year_on': 0.6772532936226356, 'day_of_period_on': -0.07639008855632001, 'prices_on': 0.32725933908030824, 'dividends_on': 0.4933434410205839, 'turnover_on': 0.5898313442321815, 'average_turnover_on': 0.6572373371766935, 'rvi_on': -0.796037371316004, 'mcftrr_on': -0.43437066669937274, 'imoex_on': -0.17080010171312576, 'ticker_type_on': -0.7162457954136069, 'usd_on': -0.39269214597843505, 'open_on': -0.09568406261846518}
Model: {'start_bn': 0.9149268618754305, 'kernels': 2.6289590398518667, 'sub_blocks': 1.1510509626427001, 'gate_channels': 4.121735246192536, 'residual_channels': 4.565096120007087, 'skip_channels': 4.358649540569966, 'end_channels': 4.601884470074592}
Optimizer: {'betas': 0.9990017569111739, 'eps': 9.997710986305345e-09, 'weight_decay': 0.010004667411429316}
Scheduler: {'max_lr': 0.0038308141556750316, 'epochs': 0.9991983653192801, 'pct_start': 0.29903176302974016, 'anneal_strategy': 0.521811846727143, 'base_momentum': 0.8503642879250203, 'max_momentum': 0.9496650852253551, 'div_factor': 25.054275841387355, 'final_div_factor': 10039.694454833021}
Создаю базовые генотипы — 15/90
Data: {'batch_size': 128.32841735415548, 'history_days': 50.89440318142943, 'ticker_on': 0.13107991295841448, 'day_of_year_on': 0.05752232488827136, 'day_of_period_on': -0.9699540363874596, 'prices_on': 0.2979429091484973, 'dividends_on': 0.6658103358152264, 'turnover_on': 0.1477042506160412, 'average_turnover_on': 0.3780775205718897, 'rvi_on': -0.15476689777172126, 'mcftrr_on': -0.5503063728375539, 'imoex_on': -0.39402963159601845, 'ticker_type_on': -0.4672413518427314, 'usd_on': -0.5522615368212119, 'open_on': -0.49343396684474705}
Model: {'start_bn': 0.6391221648623185, 'kernels': 2.653945804158955, 'sub_blocks': 1.1742464545433993, 'gate_channels': 4.256866520326908, 'residual_channels': 4.736238072417109, 'skip_channels': 4.299953504821466, 'end_channels': 4.842563721577724}
Optimizer: {'betas': 0.9989910683198424, 'eps': 9.992695435191222e-09, 'weight_decay': 0.009994631915772769}
Scheduler: {'max_lr': 0.007191005921459648, 'epochs': 0.9991523820746455, 'pct_start': 0.30012621523110944, 'anneal_strategy': 0.33120760975897034, 'base_momentum': 0.8500933540032566, 'max_momentum': 0.9498690169038865, 'div_factor': 25.020766690294227, 'final_div_factor': 10032.980944478368}
Создаю базовые генотипы — 16/90
Data: {'batch_size': 128.73522496517893, 'history_days': 50.25905740292536, 'ticker_on': 0.5379378231804531, 'day_of_year_on': 0.8763613037520956, 'day_of_period_on': -0.8411085056552006, 'prices_on': 0.014185277561127196, 'dividends_on': 0.8833615841732688, 'turnover_on': 0.11789541484886978, 'average_turnover_on': 0.4132783424753178, 'rvi_on': -0.13001166173619716, 'mcftrr_on': -0.4665153521060823, 'imoex_on': -0.1656391051395486, 'ticker_type_on': -0.5814791231260626, 'usd_on': -0.8056382375495537, 'open_on': -0.6777285112461024}
Model: {'start_bn': 0.6254714865373356, 'kernels': 2.7446890239510413, 'sub_blocks': 1.1117975491664853, 'gate_channels': 4.1897210779889145, 'residual_channels': 4.313379951351482, 'skip_channels': 4.551385715795686, 'end_channels': 4.751289318604849}
Optimizer: {'betas': 0.9989969111972911, 'eps': 9.999874635702416e-09, 'weight_decay': 0.010084654485738342}
Scheduler: {'max_lr': 0.0038753495911060167, 'epochs': 1.0001500990532872, 'pct_start': 0.299848274194396, 'anneal_strategy': 0.8093295792731771, 'base_momentum': 0.8492139655536683, 'max_momentum': 0.9508236996656179, 'div_factor': 25.024037756768642, 'final_div_factor': 10013.861685644319}
Создаю базовые генотипы — 17/90
Data: {'batch_size': 128.54892724314763, 'history_days': 50.32914037605879, 'ticker_on': 0.9357337662392379, 'day_of_year_on': 0.591490339921228, 'day_of_period_on': -0.013048757431045277, 'prices_on': 0.7892079200021972, 'dividends_on': 0.5821163236891493, 'turnover_on': 0.4061070913895787, 'average_turnover_on': 0.49202165226351535, 'rvi_on': -0.06353887538665948, 'mcftrr_on': -0.3132169199811007, 'imoex_on': -0.4938885553491935, 'ticker_type_on': -0.670962906885428, 'usd_on': -0.6471381996358886, 'open_on': -0.5705188447359844}
Model: {'start_bn': 0.37838596836005756, 'kernels': 2.63136388222605, 'sub_blocks': 1.1205656946218923, 'gate_channels': 4.724760332734746, 'residual_channels': 4.565767575196822, 'skip_channels': 4.654554021809985, 'end_channels': 4.237534337086101}
Optimizer: {'betas': 0.9989981591313284, 'eps': 9.99417919433931e-09, 'weight_decay': 0.010024313722891752}
Scheduler: {'max_lr': 0.004624839798207398, 'epochs': 1.0009740912827383, 'pct_start': 0.29945392621809735, 'anneal_strategy': 0.2026047289482359, 'base_momentum': 0.8495064083284313, 'max_momentum': 0.950717539918162, 'div_factor': 24.951824032129622, 'final_div_factor': 10017.216660989856}
Создаю базовые генотипы — 18/90
Data: {'batch_size': 128.42855664427995, 'history_days': 50.13402055380255, 'ticker_on': 0.08120010806600897, 'day_of_year_on': 0.2564341148868058, 'day_of_period_on': -0.8819919554997917, 'prices_on': 0.4816103202631937, 'dividends_on': 0.18712394961803558, 'turnover_on': 0.15357047499721665, 'average_turnover_on': 0.8610957675431592, 'rvi_on': -0.29648849873629046, 'mcftrr_on': -0.6569167263440536, 'imoex_on': -0.8753107763941052, 'ticker_type_on': -0.7582417688146809, 'usd_on': -0.542912032066464, 'open_on': -0.6357668849395678}
Model: {'start_bn': 0.05414421500200972, 'kernels': 2.14353931817816, 'sub_blocks': 1.131075277982115, 'gate_channels': 4.862092611141754, 'residual_channels': 4.771273401659291, 'skip_channels': 4.329974114809093, 'end_channels': 4.201646292778931}
Optimizer: {'betas': 0.9989990426487201, 'eps': 1.0007256493346686e-08, 'weight_decay': 0.010057475273457891}
Scheduler: {'max_lr': 0.009288285286604189, 'epochs': 0.9999409709609274, 'pct_start': 0.3008317638774119, 'anneal_strategy': 0.20542736301107056, 'base_momentum': 0.8491616925002372, 'max_momentum': 0.9503006302781379, 'div_factor': 25.097090948569523, 'final_div_factor': 10018.437446205282}
Создаю базовые генотипы — 19/90
Data: {'batch_size': 128.38078506566774, 'history_days': 50.1300735731472, 'ticker_on': 0.43702066306193077, 'day_of_year_on': 0.4128029610649343, 'day_of_period_on': -0.4686112773348914, 'prices_on': 0.370064192301623, 'dividends_on': 0.8211123321477513, 'turnover_on': 0.2550601747566782, 'average_turnover_on': 0.3874322433675468, 'rvi_on': -0.7369896568390335, 'mcftrr_on': -0.26189867930751176, 'imoex_on': -0.3323443824076774, 'ticker_type_on': -0.404282863390527, 'usd_on': -0.22630730605706495, 'open_on': -0.8285064616091669}
Model: {'start_bn': 0.5698332978449066, 'kernels': 2.8110999937877086, 'sub_blocks': 1.173844752061947, 'gate_channels': 4.162765852700026, 'residual_channels': 4.695243039750214, 'skip_channels': 4.309064198281176, 'end_channels': 4.898276642793419}
Optimizer: {'betas': 0.9989991888307627, 'eps': 1.000480917661903e-08, 'weight_decay': 0.009998385203320302}
Scheduler: {'max_lr': 0.008246122522130122, 'epochs': 0.9996126748002839, 'pct_start': 0.30039827775702965, 'anneal_strategy': 0.5814441131021432, 'base_momentum': 0.8507332953759614, 'max_momentum': 0.9500078062044376, 'div_factor': 24.935019498487048, 'final_div_factor': 10079.081426362149}
Создаю базовые генотипы — 20/90
Data: {'batch_size': 128.5991660156971, 'history_days': 50.262572781947135, 'ticker_on': 0.6142765388655392, 'day_of_year_on': 0.953249980397992, 'day_of_period_on': -0.6761499332499947, 'prices_on': 0.4161128244617647, 'dividends_on': 0.22886427363119444, 'turnover_on': 0.7529282710121052, 'average_turnover_on':0.9754157434274016, 'rvi_on': -0.9737523187014543, 'mcftrr_on': -0.3850235624446946, 'imoex_on': -0.6152726555042582, 'ticker_type_on': -0.4490807330794795,'usd_on': -0.1529209519274375, 'open_on': -0.16915842726921226}
Model: {'start_bn': 0.7476879312627954, 'kernels': 2.423171785964851, 'sub_blocks': 1.1622564980513164, 'gate_channels': 4.31126940855133, 'residual_channels': 4.463027176824922, 'skip_channels': 4.741856280183761, 'end_channels': 4.768150257398756}
Optimizer: {'betas': 0.9989974993677693, 'eps': 1.000372787350086e-08, 'weight_decay': 0.010010117357617402}
Scheduler: {'max_lr': 0.0024536016706170755, 'epochs': 0.9999978845984975, 'pct_start': 0.29931772281977737, 'anneal_strategy': 0.4504489444265012, 'base_momentum': 0.8505255056998025, 'max_momentum': 0.9495765035980863, 'div_factor': 25.07350508653312, 'final_div_factor': 10082.992714492975}
Создаю базовые генотипы — 21/90
Data: {'batch_size': 128.20822126890624, 'history_days': 50.558487100090595, 'ticker_on': 0.956732358592973, 'day_of_year_on': 0.02387115056111, 'day_of_period_on': -0.3216872129804659, 'prices_on': 0.44089672745144204, 'dividends_on': 0.7549636520075668, 'turnover_on': 0.8806794786102369, 'average_turnover_on': 0.23078488403856645, 'rvi_on': -0.34962266553012056, 'mcftrr_on': -0.12499164076486835, 'imoex_on': -0.023580425539962313, 'ticker_type_on': -0.44119554354984414, 'usd_on': -0.8396748604026997, 'open_on': -0.5703860924409454}
Model: {'start_bn': 0.6527049571924338, 'kernels': 2.271443527159012, 'sub_blocks': 1.1569540190890875, 'gate_channels': 4.725836741956543, 'residual_channels': 4.211599335046824, 'skip_channels': 4.730110539482543, 'end_channels': 4.550681003028766}
Optimizer: {'betas': 0.9989952936337639, 'eps': 1.0002938346241218e-08, 'weight_decay': 0.010060728670809127}
Scheduler: {'max_lr': 0.00522851093461, 'epochs': 0.9992866842057098, 'pct_start': 0.3006658924873029, 'anneal_strategy': 0.915806534612533, 'base_momentum':0.8492222242472788, 'max_momentum': 0.9497070938411747, 'div_factor': 25.067061687965477, 'final_div_factor': 10099.970548818359}
Создаю базовые генотипы — 22/90
Data: {'batch_size': 128.15482949737643, 'history_days': 50.36499469536983, 'ticker_on': 0.9571928137802782, 'day_of_year_on': 0.9465579531651476, 'day_of_period_on': -0.7851108195716388, 'prices_on': 0.1724222929611825, 'dividends_on': 0.9946964646537171, 'turnover_on': 0.5540810824591611, 'average_turnover_on':0.24426907951428933, 'rvi_on': -0.6627306948747568, 'mcftrr_on': -0.22945022981339347, 'imoex_on': -0.4383596091495371, 'ticker_type_on': -0.146212785230591, 'usd_on': -0.9927939940597277, 'open_on': -0.3371906844188206}
Model: {'start_bn': 0.03247925869157364, 'kernels': 2.1183596128014055, 'sub_blocks': 1.1370084773887332, 'gate_channels': 4.286373816531242, 'residual_channels': 4.395230579128362, 'skip_channels': 4.265205763777276, 'end_channels': 4.184869391518404}
Optimizer: {'betas': 0.9990007564833457, 'eps': 1.0008014576972776e-08, 'weight_decay': 0.010019791950110412}
Scheduler: {'max_lr': 0.007840351040222989, 'epochs': 0.9992664440596969, 'pct_start': 0.30014470641344126, 'anneal_strategy': 0.8283018833304768, 'base_momentum': 0.8506550743910698, 'max_momentum': 0.9507561050554727, 'div_factor': 25.09203248274867, 'final_div_factor': 10000.994925895659}
Создаю базовые генотипы — 23/90
Data: {'batch_size': 128.49267896737177, 'history_days': 50.37643681311495, 'ticker_on': 0.08613393530559377, 'day_of_year_on': 0.06371357032403868, 'day_of_period_on': -0.28062591713135443, 'prices_on': 0.12237566317412696, 'dividends_on': 0.10768220939901407, 'turnover_on': 0.4588227747474741, 'average_turnover_on': 0.781999029522427, 'rvi_on': -0.2869674806326986, 'mcftrr_on': -0.8171222124544582, 'imoex_on': -0.060633906771149104, 'ticker_type_on': -0.7136764497339636, 'usd_on': -0.42447766787444574, 'open_on': -0.3537478613182099}
Model: {'start_bn': 0.7564973030489022, 'kernels': 2.3685836755155654, 'sub_blocks': 1.1889512504090514, 'gate_channels': 4.608296334466521, 'residual_channels': 4.376911598168419, 'skip_channels': 4.831869769821801, 'end_channels': 4.8624512930927555}
Optimizer: {'betas': 0.9989922044672676, 'eps': 1.0001935528519262e-08, 'weight_decay': 0.010007419814808297}
Scheduler: {'max_lr': 0.009913062208660332, 'epochs': 1.0002129364743393, 'pct_start': 0.2991645496382691, 'anneal_strategy': 0.5366812898491469, 'base_momentum': 0.8503214132575533, 'max_momentum': 0.9490569681460954, 'div_factor': 24.93868839347506, 'final_div_factor': 10099.310150329486}
Создаю базовые генотипы — 24/90
Data: {'batch_size': 128.39155442339973, 'history_days': 50.116540811265324, 'ticker_on': 0.5424980218461024, 'day_of_year_on': 0.45936098112765034, 'day_of_period_on': -0.8503288972321013, 'prices_on': 0.28916167000656035, 'dividends_on': 0.27681407758262055, 'turnover_on': 0.42204201250311857, 'average_turnover_on': 0.9194228468236064, 'rvi_on': -0.45473905494810285, 'mcftrr_on': -0.6743517806127264, 'imoex_on': -0.6275751819418766, 'ticker_type_on': -0.7571457771974351, 'usd_on': -0.47392681678055526, 'open_on': -0.7327830161202883}
Model: {'start_bn': 0.34902092765527415, 'kernels': 2.338808390309742, 'sub_blocks': 1.1395015933878763, 'gate_channels': 4.6825847974443215, 'residual_channels': 4.257054499219966, 'skip_channels': 4.2900561415540555, 'end_channels': 4.37018339821095}
Optimizer: {'betas': 0.9989973912884568, 'eps': 1.0002809184217224e-08, 'weight_decay': 0.010088416153510842}
Scheduler: {'max_lr': 0.006382710782765706, 'epochs': 1.0002948272839374, 'pct_start': 0.29967320745428117, 'anneal_strategy': 0.30043598845934016, 'base_momentum': 0.8496328401072328, 'max_momentum': 0.949003130395111, 'div_factor': 24.911455577228597, 'final_div_factor': 10092.433641394406}
Создаю базовые генотипы — 25/90
Data: {'batch_size': 128.29301641127967, 'history_days': 50.77206702032407, 'ticker_on': 0.7717345853010985, 'day_of_year_on': 0.4598267835545644, 'day_of_period_on': -0.1839703070189016, 'prices_on': 0.819287783196263, 'dividends_on': 0.1973738455087336, 'turnover_on': 0.004185121055353069, 'average_turnover_on': 0.7748423313556916, 'rvi_on': -0.16816336488708905, 'mcftrr_on': -0.44836125977604246, 'imoex_on': -0.7856035868945266, 'ticker_type_on': -0.6886155835219078, 'usd_on': -0.738569064056741, 'open_on': -0.028475663537972706}
Model: {'start_bn': 0.4207452859873485, 'kernels': 2.761004251343537, 'sub_blocks': 1.1868580136058633, 'gate_channels': 4.577281391438768, 'residual_channels': 4.153144587121072, 'skip_channels': 4.2554156827078735, 'end_channels': 4.310270280888476}
Optimizer: {'betas': 0.9989930135154114, 'eps': 9.9947687870928e-09, 'weight_decay': 0.010013469352697911}
Scheduler: {'max_lr': 0.007755296116944082, 'epochs': 1.0004750012291845, 'pct_start': 0.3004774641598699, 'anneal_strategy': 0.9202674513319616, 'base_momentum': 0.8499163144015321, 'max_momentum': 0.9499029071844558, 'div_factor': 24.997438622782095, 'final_div_factor': 10059.15802778045}
Создаю базовые генотипы — 26/90
Data: {'batch_size': 128.38068030446678, 'history_days': 50.12797049996346, 'ticker_on': 0.25362083734553376, 'day_of_year_on': 0.2444198689917948, 'day_of_period_on': -0.44716820061374396, 'prices_on': 0.9805910005832382, 'dividends_on': 0.4495759346415038, 'turnover_on': 0.3474963874890815, 'average_turnover_on': 0.7006515076768173, 'rvi_on': -0.8254556978962793, 'mcftrr_on': -0.6755080540442987, 'imoex_on': -0.9528258363651687, 'ticker_type_on': -0.6512373648963068, 'usd_on': -0.44328659537011017, 'open_on': -0.8936577171222024}
Model: {'start_bn': 0.2774371499746999, 'kernels': 2.2111223231487016, 'sub_blocks': 1.1625467023089215, 'gate_channels': 4.218388089644946, 'residual_channels': 4.863493012297989, 'skip_channels': 4.285523165156717, 'end_channels': 4.782763401198801}
Optimizer: {'betas': 0.9990032471798048, 'eps': 9.997457576243252e-09, 'weight_decay': 0.010029650262019518}
Scheduler: {'max_lr': 0.004754356181426978, 'epochs': 1.000994679740073, 'pct_start': 0.3003343719971687, 'anneal_strategy': 0.20196187520961395, 'base_momentum': 0.8493414504846586, 'max_momentum': 0.9497401579287584, 'div_factor': 24.994634136381908, 'final_div_factor': 10041.564803143341}
Создаю базовые генотипы — 27/90
Data: {'batch_size': 128.5246339382237, 'history_days': 50.377061945151524, 'ticker_on': 0.9534757633988316, 'day_of_year_on': 0.5525466668251366, 'day_of_period_on': -0.7952899274489733, 'prices_on': 0.48531743315294595, 'dividends_on': 0.1890005802674425, 'turnover_on': 0.1938077394420461, 'average_turnover_on': 0.009010075131124728, 'rvi_on': -0.49804986966528286, 'mcftrr_on': -0.9191820649689363, 'imoex_on': -0.5187331948520553, 'ticker_type_on': -0.5708635432506015, 'usd_on': -0.08068389145266075, 'open_on': -0.3886159879462554}
Model: {'start_bn': 0.676747701809356, 'kernels': 2.6268629523428784, 'sub_blocks': 1.170214469349079, 'gate_channels': 4.383805784463177, 'residual_channels': 4.503170657984086, 'skip_channels': 4.296461335107713, 'end_channels': 4.829814971578232}
Optimizer: {'betas': 0.9989935075569707, 'eps': 1.0004117531979207e-08, 'weight_decay': 0.010047237174336993}
Scheduler: {'max_lr': 0.003122387045907998, 'epochs': 1.0006939287663374, 'pct_start': 0.3002932704437666, 'anneal_strategy': 0.6226532305311535, 'base_momentum': 0.8491028796345601, 'max_momentum': 0.9490180342054424, 'div_factor': 24.95962455836754, 'final_div_factor': 10026.701794051503}
Создаю базовые генотипы — 28/90
Data: {'batch_size': 128.79744153591722, 'history_days': 50.86077546710612, 'ticker_on': 0.29026302706924345, 'day_of_year_on': 0.6509430699552542, 'day_of_period_on': -0.1004324738610185, 'prices_on': 0.039294184123330855, 'dividends_on': 0.8113099169182029, 'turnover_on': 0.8126933188427801, 'average_turnover_on': 0.9838909936930141, 'rvi_on': -0.36828435179630803, 'mcftrr_on': -0.807208633514373, 'imoex_on': -0.6832168080870593, 'ticker_type_on': -0.7426878045086631, 'usd_on': -0.21224688137704628, 'open_on': -0.028924302227149812}
Model: {'start_bn': 0.8113807903372088, 'kernels': 2.129925324805812, 'sub_blocks': 1.1454247209291262, 'gate_channels': 4.324486409486453, 'residual_channels': 4.845515085298034, 'skip_channels': 4.38680898396022, 'end_channels': 4.7110408353205395}
Optimizer: {'betas': 0.9989964959301891, 'eps': 1.0005096762649944e-08, 'weight_decay': 0.01006631534340639}
Scheduler: {'max_lr': 0.00757411458778739, 'epochs': 1.0009226879993698, 'pct_start': 0.29900789561477437, 'anneal_strategy': 0.8215658431411978, 'base_momentum': 0.8502320603203495, 'max_momentum': 0.9497891493576792, 'div_factor': 24.987664673428636, 'final_div_factor': 10097.12704648532}
Создаю базовые генотипы — 29/90
Data: {'batch_size': 128.7694185144636, 'history_days': 50.67209322261053, 'ticker_on': 0.7546490683104763, 'day_of_year_on': 0.46924240393382255, 'day_of_period_on': -0.02052515950765399, 'prices_on': 0.4724596308299709, 'dividends_on': 0.029566952912088107, 'turnover_on': 0.07451646693331249, 'average_turnover_on': 0.5469345673720116, 'rvi_on': -0.6453928373955108, 'mcftrr_on': -0.5192863607063121, 'imoex_on': -0.47648282996349833, 'ticker_type_on': -0.008979364128139822, 'usd_on': -0.010923257956848231, 'open_on': -0.16746987162831584}
Model: {'start_bn': 0.21908667973545637, 'kernels': 2.456528115617084, 'sub_blocks': 1.1327619247201228, 'gate_channels': 4.429766047579549, 'residual_channels': 4.2958718248433705, 'skip_channels': 4.4610593946596415, 'end_channels': 4.898748178292346}
Optimizer: {'betas': 0.9989930716795932, 'eps': 9.992321280397625e-09, 'weight_decay': 0.010071667816282756}
Scheduler: {'max_lr': 0.0033483385090699717, 'epochs': 0.9997510486276289, 'pct_start': 0.30047518433184695, 'anneal_strategy': 0.73592068963234, 'base_momentum': 0.8507456969004095, 'max_momentum': 0.9505288061346177, 'div_factor': 24.946380833836717, 'final_div_factor': 10061.727463649664}
Создаю базовые генотипы — 30/90
Data: {'batch_size': 128.89566558056111, 'history_days': 50.19830247771383, 'ticker_on': 0.0036932463381187386, 'day_of_year_on': 0.583682572682582, 'day_of_period_on': -0.9376739934533314, 'prices_on': 0.4782370078755077, 'dividends_on': 0.046862232983768126, 'turnover_on': 0.8825611144978108, 'average_turnover_on': 0.8951741863277444, 'rvi_on': -0.10846104576180515, 'mcftrr_on': -0.1317863411148753, 'imoex_on': -0.8093174983002783, 'ticker_type_on': -0.43567756623299014, 'usd_on': -0.16246984093096473, 'open_on': -0.959960097726218}
Model: {'start_bn': 0.6976438968488158, 'kernels': 2.218693691396318, 'sub_blocks': 1.1717211123856799, 'gate_channels': 4.594139725704495, 'residual_channels': 4.882922344719898, 'skip_channels': 4.649052985632075, 'end_channels': 4.640137825132477}
Optimizer: {'betas': 0.9989965804822791, 'eps': 9.990369696121854e-09, 'weight_decay': 0.010006077539175323}
Scheduler: {'max_lr': 0.0018313041225343604, 'epochs': 1.0004675410809496, 'pct_start': 0.2990444297962698, 'anneal_strategy': 0.04461069733760359, 'base_momentum': 0.8505764490551659, 'max_momentum': 0.9501752550742644, 'div_factor': 24.941478639206494, 'final_div_factor': 10025.118006864252}
Создаю базовые генотипы — 31/90
Data: {'batch_size': 128.45714652355016, 'history_days': 50.68225256391542, 'ticker_on': 0.026186667822325926, 'day_of_year_on': 0.7056391559973656, 'day_of_period_on': -0.4185197220966177, 'prices_on': 0.4447586429160584, 'dividends_on': 0.27946003263357133, 'turnover_on': 0.2108071092188024, 'average_turnover_on': 0.6561547902282147, 'rvi_on': -0.9502406973564501, 'mcftrr_on': -0.4653156335221794, 'imoex_on': -0.415153200775797, 'ticker_type_on': -0.2206658441474616, 'usd_on': -0.05702421021451687, 'open_on': -0.9725495050115316}
Model: {'start_bn': 0.40668878364278516, 'kernels': 2.1497774467353947, 'sub_blocks': 1.1565073760527669, 'gate_channels': 4.807156729065252, 'residual_channels': 4.227265838851932, 'skip_channels': 4.541250294501786, 'end_channels': 4.807834875890615}
Optimizer: {'betas': 0.9990090775818117, 'eps': 9.999220603067564e-09, 'weight_decay': 0.010078765615880782}
Scheduler: {'max_lr': 0.007670338107468352, 'epochs': 0.9995633366448724, 'pct_start': 0.29939441819612217, 'anneal_strategy': 0.6998448828735538, 'base_momentum': 0.8504704624017683, 'max_momentum': 0.9496353669081641, 'div_factor': 24.976403231122987, 'final_div_factor': 10037.188660627364}
Создаю базовые генотипы — 32/90
Data: {'batch_size': 128.8670011598558, 'history_days': 50.43812469248439, 'ticker_on': 0.174494647045901, 'day_of_year_on': 0.9167999271905483, 'day_of_period_on': -0.5146957987208898, 'prices_on': 0.057716859675919885, 'dividends_on': 0.7364396493245475, 'turnover_on': 0.10107295770887204, 'average_turnover_on': 0.7611848243211824, 'rvi_on': -0.6156514689114296, 'mcftrr_on': -0.8222459861887511, 'imoex_on': -0.8071277351171963, 'ticker_type_on': -0.5588717165637711, 'usd_on': -0.024490973399620142, 'open_on': -0.7934880029419313}
Model: {'start_bn': 0.4325070326192564, 'kernels': 2.527135459493277, 'sub_blocks': 1.1385718965222795, 'gate_channels': 4.229865056154499, 'residual_channels': 4.440044033446853, 'skip_channels': 4.184397100652268, 'end_channels': 4.301007546071437}
Optimizer: {'betas': 0.9990032862823407, 'eps': 9.99916938413072e-09, 'weight_decay': 0.010037050635532807}
Scheduler: {'max_lr': 0.0038389625598978577, 'epochs': 1.0001864363515127, 'pct_start': 0.2993078786335614, 'anneal_strategy': 0.488093050801921, 'base_momentum': 0.8496824827327533, 'max_momentum': 0.9505193216992404, 'div_factor': 24.96974455211425, 'final_div_factor': 10058.837258170443}
Создаю базовые генотипы — 33/90
Data: {'batch_size': 128.65595188607324, 'history_days': 50.22790128450581, 'ticker_on': 0.7196834547106284, 'day_of_year_on': 0.5152121006821603, 'day_of_period_on': -0.5340514500752358, 'prices_on': 0.6766567498024161, 'dividends_on': 0.6738754770317398, 'turnover_on': 0.1335190608219362, 'average_turnover_on':0.35996336532495055, 'rvi_on': -0.5611515488034349, 'mcftrr_on': -0.5873534645980184, 'imoex_on': -0.4956548172193974, 'ticker_type_on': -0.19082521255258222, 'usd_on': -0.18671926518572912, 'open_on': -0.26187396449221867}
Model: {'start_bn': 0.8860547609477389, 'kernels': 2.168453244567116, 'sub_blocks': 1.1620837558258261, 'gate_channels': 4.78787539831479, 'residual_channels': 4.70700518236028, 'skip_channels': 4.433518630738808, 'end_channels': 4.451930421131107}
Optimizer: {'betas': 0.9990080791121434, 'eps': 9.996715591151681e-09, 'weight_decay': 0.010079894391929007}
Scheduler: {'max_lr': 0.00836443572695339, 'epochs': 1.0005141497447367, 'pct_start': 0.2998846113280252, 'anneal_strategy': 0.700376949665064, 'base_momentum': 0.850845427364979, 'max_momentum': 0.9508171372025037, 'div_factor': 24.910136756393303, 'final_div_factor': 10026.116353317346}
Создаю базовые генотипы — 34/90
Data: {'batch_size': 128.1877731335659, 'history_days': 50.64863989737373, 'ticker_on': 0.4210662437966539, 'day_of_year_on': 0.7294489172835794, 'day_of_period_on': -0.6720829405083839, 'prices_on': 0.35902218932555763, 'dividends_on': 0.8395697282193615, 'turnover_on': 0.5304808726221769, 'average_turnover_on':0.14359045223498956, 'rvi_on': -0.8319658944018243, 'mcftrr_on': -0.6647108753939863, 'imoex_on': -0.38991690085073594, 'ticker_type_on': -0.4403797277747835, 'usd_on': -0.8513809705657925, 'open_on': -0.2634641806442488}
Model: {'start_bn': 0.7865222650998175, 'kernels': 2.4845002390746345, 'sub_blocks': 1.1509453078779688, 'gate_channels': 4.10694481281437, 'residual_channels': 4.1437345039718, 'skip_channels': 4.623717158848235, 'end_channels': 4.516663497657963}
Optimizer: {'betas': 0.9990090633151221, 'eps': 9.99407401104192e-09, 'weight_decay': 0.009992026105432258}
Scheduler: {'max_lr': 0.006353138990408459, 'epochs': 1.0001561114941948, 'pct_start': 0.3009536700182161, 'anneal_strategy': 0.8773188715805097, 'base_momentum': 0.8505743963265813, 'max_momentum': 0.9499449207050042, 'div_factor': 24.916689948986793, 'final_div_factor': 10006.426494567782}
Создаю базовые генотипы — 35/90
Data: {'batch_size': 128.74939985693013, 'history_days': 50.825792807093016, 'ticker_on': 0.6641261461200254, 'day_of_year_on': 0.7390211567494314, 'day_of_period_on': -0.050614269319876226, 'prices_on': 0.3280220999096518, 'dividends_on': 0.5439820867943216, 'turnover_on': 0.8560664199036145, 'average_turnover_on': 0.5118762513442983, 'rvi_on': -0.36469971097220444, 'mcftrr_on': -0.8307144465081397, 'imoex_on': -0.4326245885097686, 'ticker_type_on': -0.16188983095551446, 'usd_on': -0.007971234068419597, 'open_on': -0.488912498521466}
Model: {'start_bn': 0.7270440770999002, 'kernels': 2.5418239982373567, 'sub_blocks': 1.1224032381139502, 'gate_channels': 4.599927405013264, 'residual_channels': 4.475375102535493, 'skip_channels': 4.1794571464372705, 'end_channels': 4.188589090707804}
Optimizer: {'betas': 0.9989926741980314, 'eps': 9.99712019084475e-09, 'weight_decay': 0.010037810388345544}
Scheduler: {'max_lr': 0.00924241925354687, 'epochs': 1.000256724182514, 'pct_start': 0.2994243549028719, 'anneal_strategy': 0.12590374962712492, 'base_momentum': 0.8496616571071444, 'max_momentum': 0.9496006202428438, 'div_factor': 24.958070524687958, 'final_div_factor': 10021.375129950233}
Создаю базовые генотипы — 36/90
Data: {'batch_size': 128.85495288464278, 'history_days': 50.75043098432289, 'ticker_on': 0.16021511187029225, 'day_of_year_on': 0.47447087377474706, 'day_of_period_on': -0.9936168540314195, 'prices_on': 0.6989482444716589, 'dividends_on': 0.6764853903546114, 'turnover_on': 0.9334187093743718, 'average_turnover_on': 0.6859090830805915, 'rvi_on': -0.641245610366853, 'mcftrr_on': -0.23403237860170834, 'imoex_on': -0.021342802118296644, 'ticker_type_on': -0.7894741981784972, 'usd_on': -0.7525180363614808, 'open_on': -0.021284340280139258}
Model: {'start_bn': 0.6262680392418232, 'kernels': 2.5785923440046483, 'sub_blocks': 1.1062792220066007, 'gate_channels': 4.7475465467903915, 'residual_channels': 4.655372640299488, 'skip_channels': 4.346815031622063, 'end_channels': 4.868200253785734}
Optimizer: {'betas': 0.9989972973741945, 'eps': 9.993519128892337e-09, 'weight_decay': 0.010073426840361166}
Scheduler: {'max_lr': 0.0024310352596509386, 'epochs': 1.0009008452186214, 'pct_start': 0.2993867685225473, 'anneal_strategy': 0.3097438075894742, 'base_momentum': 0.8502426733718322, 'max_momentum': 0.9508880061123127, 'div_factor': 25.071791938833332, 'final_div_factor': 10007.65139245223}
Создаю базовые генотипы — 37/90
Data: {'batch_size': 128.68781175181883, 'history_days': 50.636699492916186, 'ticker_on': 0.3034586275775414, 'day_of_year_on': 0.03965232514608685, 'day_of_period_on': -0.3750100194045102, 'prices_on': 0.7511747730108745, 'dividends_on': 0.6616909387137392, 'turnover_on': 0.031089081932008877, 'average_turnover_on': 0.8892535604738068, 'rvi_on': -0.175925181061101, 'mcftrr_on': -0.8417541714352316, 'imoex_on': -0.17158861124026525, 'ticker_type_on': -0.1551452484496907, 'usd_on': -0.7517384287389001, 'open_on': -0.6022654136861916}
Model: {'start_bn': 0.27967314312517577, 'kernels': 2.822793363285493, 'sub_blocks': 1.1934085611940346, 'gate_channels': 4.303217917087562, 'residual_channels': 4.280556949328829, 'skip_channels': 4.545614057429616, 'end_channels': 4.101877389765864}
Optimizer: {'betas': 0.999006085972451, 'eps': 9.998507528976015e-09, 'weight_decay': 0.010072738886518832}
Scheduler: {'max_lr': 0.007938490658736544, 'epochs': 0.9993382321825325, 'pct_start': 0.2998513981743226, 'anneal_strategy': 0.9255100937950388, 'base_momentum': 0.8494258736787823, 'max_momentum': 0.9490738271012049, 'div_factor': 24.91488419514266, 'final_div_factor': 10073.175674107979}
Создаю базовые генотипы — 38/90
Data: {'batch_size': 128.4085089291236, 'history_days': 50.367001599628956, 'ticker_on': 0.9353104398804465, 'day_of_year_on': 0.01837312571547134, 'day_of_period_on': -0.13922658853811531, 'prices_on': 0.3755567863528526, 'dividends_on': 0.6004300190447469, 'turnover_on': 0.846054849397325, 'average_turnover_on': 0.8059133989275822, 'rvi_on': -0.6195060050843633, 'mcftrr_on': -0.27880809786940286, 'imoex_on': -0.005022141342484021, 'ticker_type_on': -0.19832776344827086, 'usd_on': -0.5972560033190603, 'open_on': -0.1668222009196242}
Model: {'start_bn': 0.8826020634156293, 'kernels': 2.192912388072216, 'sub_blocks': 1.1321698784548764, 'gate_channels': 4.89371063795755, 'residual_channels': 4.363244550309955, 'skip_channels': 4.591650535831155, 'end_channels': 4.537424693501546}
Optimizer: {'betas': 0.9990022631905413, 'eps': 1.0004598960664116e-08, 'weight_decay': 0.010029830607490688}
Scheduler: {'max_lr': 0.004423661823340554, 'epochs': 1.0008734357712459, 'pct_start': 0.300002498863859, 'anneal_strategy': 0.2129047028514428, 'base_momentum': 0.8501441282041154, 'max_momentum': 0.9507356539833752, 'div_factor': 25.0903267768388, 'final_div_factor': 10077.617570008444}
Создаю базовые генотипы — 39/90
Data: {'batch_size': 128.7846947952031, 'history_days': 50.581465986865354, 'ticker_on': 0.4075097989763582, 'day_of_year_on': 0.30604232089595995, 'day_of_period_on': -0.29729235520899666, 'prices_on': 0.7372329579802236, 'dividends_on': 0.880262546027068, 'turnover_on': 0.5518327553790555, 'average_turnover_on': 0.6295353573302513, 'rvi_on': -0.0407724261084661, 'mcftrr_on': -0.6857127761543235, 'imoex_on': -0.6594156990763008, 'ticker_type_on': -0.5278395595358116, 'usd_on': -0.6311387957482163, 'open_on': -0.2060435303228927}
Model: {'start_bn': 0.7587142149227919, 'kernels': 2.7892122326117708, 'sub_blocks': 1.1532746956869384, 'gate_channels': 4.171895489393182, 'residual_channels': 4.288927981499643, 'skip_channels': 4.6628478954044255, 'end_channels': 4.791595152110792}
Optimizer: {'betas': 0.9990001477077413, 'eps': 1.0002771358218307e-08, 'weight_decay': 0.010057090833989382}
Scheduler: {'max_lr': 0.005369911237194244, 'epochs': 1.0000840251790373, 'pct_start': 0.3009374472786457, 'anneal_strategy': 0.2698980364819096, 'base_momentum': 0.8501821686294737, 'max_momentum': 0.9494738688586105, 'div_factor': 25.080842252369678, 'final_div_factor': 10040.997709656784}
Создаю базовые генотипы — 40/90
Data: {'batch_size': 128.33795592337268, 'history_days': 50.211662446001995, 'ticker_on': 0.9402705692699574, 'day_of_year_on': 0.07812211764951005, 'day_of_period_on': -0.7943704900393672, 'prices_on': 0.2308325373773128, 'dividends_on': 0.27201950982342005, 'turnover_on': 0.9217441665375885, 'average_turnover_on': 0.04165768262216285, 'rvi_on': -0.9566840237182537, 'mcftrr_on': -0.596794252961986, 'imoex_on': -0.8907137159162413, 'ticker_type_on': -0.4938521222645269, 'usd_on': -0.7935140470777569, 'open_on': -0.9153282768528831}
Model: {'start_bn': 0.9684301345246229, 'kernels': 2.5031996629617717, 'sub_blocks': 1.1478517182366463, 'gate_channels': 4.481586491793112, 'residual_channels': 4.551361385533478, 'skip_channels': 4.814191680701986, 'end_channels': 4.713684053366297}
Optimizer: {'betas': 0.9990046491763103, 'eps': 9.998135617876566e-09, 'weight_decay': 0.009999452068235413}
Scheduler: {'max_lr': 0.004219869871557296, 'epochs': 1.0003910794149264, 'pct_start': 0.2997260935801742, 'anneal_strategy': 0.30687910407708663, 'base_momentum': 0.8504872718181037, 'max_momentum': 0.9500913865074452, 'div_factor': 25.073792192649385, 'final_div_factor': 10004.229201230373}
Создаю базовые генотипы — 41/90
Data: {'batch_size': 128.5692631821086, 'history_days': 50.854321104633634, 'ticker_on': 0.9216135709091754, 'day_of_year_on': 0.7086907852504858, 'day_of_period_on': -0.16374358595747562, 'prices_on': 0.8333545655826439, 'dividends_on': 0.20681954027457117, 'turnover_on': 0.41560571730379836, 'average_turnover_on': 0.8974027423326119, 'rvi_on': -0.30805859364050614, 'mcftrr_on': -0.9872805518610118, 'imoex_on': -0.04977192392829022, 'ticker_type_on': -0.49962749445309385, 'usd_on': -0.8306949871847951, 'open_on': -0.14161828427449963}
Model: {'start_bn': 0.5802657523030136, 'kernels': 2.242466867762301, 'sub_blocks': 1.1757193936049732, 'gate_channels': 4.1390197364186685, 'residual_channels': 4.592727795127535, 'skip_channels': 4.862013126319714, 'end_channels': 4.2627726886173045}
Optimizer: {'betas': 0.9990085517479673, 'eps': 1.0007322809947365e-08, 'weight_decay': 0.01006887960572659}
Scheduler: {'max_lr': 0.0014150018934698948, 'epochs': 0.9991225421539952, 'pct_start': 0.3002381747582713, 'anneal_strategy': 0.2316838851339409, 'base_momentum': 0.8494773863324826, 'max_momentum': 0.9504621534898986, 'div_factor': 25.020647569921728, 'final_div_factor': 10046.840561834828}
Создаю базовые генотипы — 42/90
Data: {'batch_size': 128.15645967743154, 'history_days': 50.24662816491578, 'ticker_on': 0.5843754188712089, 'day_of_year_on': 0.6896660559882155, 'day_of_period_on': -0.016647081181264456, 'prices_on': 0.9413762348850186, 'dividends_on': 0.0969206641841035, 'turnover_on': 0.5041092923523945, 'average_turnover_on': 0.7783635155254501, 'rvi_on': -0.1476769289607045, 'mcftrr_on': -0.2593104144305689, 'imoex_on': -0.8480863684920478, 'ticker_type_on': -0.04454222858168022, 'usd_on': -0.43429555081412197, 'open_on': -0.9293084430172224}
Model: {'start_bn': 0.2254268627179309, 'kernels': 2.185025919494006, 'sub_blocks': 1.1505219560138658, 'gate_channels': 4.325417961563532, 'residual_channels': 4.767124132181512, 'skip_channels': 4.522657798617015, 'end_channels': 4.7010966098153215}
Optimizer: {'betas': 0.9990003510693523, 'eps': 9.996784025491002e-09, 'weight_decay': 0.010097278259261334}
Scheduler: {'max_lr': 0.005607197166938021, 'epochs': 0.9997298265868971, 'pct_start': 0.3005792834631588, 'anneal_strategy': 0.9014033881868887, 'base_momentum': 0.8506288209356401, 'max_momentum': 0.9506398344010306, 'div_factor': 25.023731013572473, 'final_div_factor': 10025.542448571492}
Создаю базовые генотипы — 43/90
Data: {'batch_size': 128.45585233126536, 'history_days': 50.55199654362389, 'ticker_on': 0.4912724600637558, 'day_of_year_on': 0.18463278506094738, 'day_of_period_on': -0.9152258206098148, 'prices_on': 0.20708867437516687, 'dividends_on': 0.2950574481506094, 'turnover_on': 0.3654504649582998, 'average_turnover_on': 0.1661022690796573, 'rvi_on': -0.40866530176770177, 'mcftrr_on': -0.9761933624758625, 'imoex_on': -0.28147798082840925, 'ticker_type_on': -0.7306763172307477, 'usd_on': -0.7120006546697363, 'open_on': -0.42293523044772385}
Model: {'start_bn': 0.041270908464004274, 'kernels': 2.7497340007421025, 'sub_blocks': 1.1643370655547483, 'gate_channels': 4.15031658368266, 'residual_channels': 4.387466318056934, 'skip_channels': 4.584024852964589, 'end_channels': 4.19205666302197}
Optimizer: {'betas': 0.9990028316814779, 'eps': 9.994461926536565e-09, 'weight_decay': 0.010088759547017557}
Scheduler: {'max_lr': 0.009786090585200208, 'epochs': 0.9993809196495318, 'pct_start': 0.29966959676157795, 'anneal_strategy': 0.7334260329194361, 'base_momentum': 0.8508234914803525, 'max_momentum': 0.9509862931630004, 'div_factor': 25.097465847772604, 'final_div_factor': 10070.550183687663}
Создаю базовые генотипы — 44/90
Data: {'batch_size': 128.6390604941862, 'history_days': 50.630829745693745, 'ticker_on': 0.6475042111557944, 'day_of_year_on': 0.5927365989208782, 'day_of_period_on': -0.1949223418601227, 'prices_on': 0.13220114414754047, 'dividends_on': 0.3443769819544239, 'turnover_on': 0.7440142733053907, 'average_turnover_on': 0.8028148480884544, 'rvi_on': -0.56107696193926, 'mcftrr_on': -0.7720290701907544, 'imoex_on': -0.49350460619853476, 'ticker_type_on': -0.5356322674426884,'usd_on': -0.8648675488643698, 'open_on': -0.6028344482316546}
Model: {'start_bn': 0.5222807529274538, 'kernels': 2.546667989672857, 'sub_blocks': 1.152176237191533, 'gate_channels': 4.407505420132564, 'residual_channels': 4.416485375716307, 'skip_channels': 4.122969017615121, 'end_channels': 4.672865907690802}
Optimizer: {'betas': 0.99899894724584, 'eps': 9.990610954907531e-09, 'weight_decay': 0.010058735042162443}
Scheduler: {'max_lr': 0.006764430947688302, 'epochs': 1.0001258469985563, 'pct_start': 0.29920706657694063, 'anneal_strategy': 0.3424223378029779, 'base_momentum': 0.84969659474276, 'max_momentum': 0.9495911134771475, 'div_factor': 24.949802344665155, 'final_div_factor': 10053.188618535902}
Создаю базовые генотипы — 45/90
Data: {'batch_size': 128.27280349221638, 'history_days': 50.17675134426681, 'ticker_on': 0.26008801521116776, 'day_of_year_on': 0.7798000312206673, 'day_of_period_on': -0.1792607759503163, 'prices_on': 0.5402726046357519, 'dividends_on': 0.3498116884237693, 'turnover_on': 0.18999125446855492, 'average_turnover_on': 0.5080076133902433, 'rvi_on': -0.8381565785059824, 'mcftrr_on': -0.9105213305050275, 'imoex_on': -0.4923751136245016, 'ticker_type_on': -0.050458965338032735, 'usd_on': -0.9030342488567001, 'open_on': -0.013079511545536437}
Model: {'start_bn': 0.3766286640448495, 'kernels': 2.6217652445261392, 'sub_blocks': 1.1317937646224396, 'gate_channels': 4.387566441506744, 'residual_channels': 4.832265231155487, 'skip_channels': 4.283511240231019, 'end_channels': 4.195774627924779}
Optimizer: {'betas': 0.9989992493873926, 'eps': 9.991513893280251e-09, 'weight_decay': 0.01005109281616141}
Scheduler: {'max_lr': 0.005159024830086629, 'epochs': 0.999592143046817, 'pct_start': 0.30013295524868544, 'anneal_strategy': 0.13045688746862438, 'base_momentum': 0.8503859853640205, 'max_momentum': 0.9494330658521954, 'div_factor': 24.97034121727899, 'final_div_factor': 10077.215373851213}
Создаю базовые генотипы — 46/90
Data: {'batch_size': 128.11088753074745, 'history_days': 50.76326271705458, 'ticker_on': 0.5970564295603455, 'day_of_year_on': 0.8263838443470644, 'day_of_period_on': -0.7799567498503495, 'prices_on': 0.42365477021566866, 'dividends_on': 0.2946491302427632, 'turnover_on': 0.07440260848258906, 'average_turnover_on': 0.6773845020648744, 'rvi_on': -0.6663365278589535, 'mcftrr_on': -0.7679837311199905, 'imoex_on': -0.996477078728096, 'ticker_type_on': -0.9911602293277296, 'usd_on': -0.7336484048618905, 'open_on': -0.640801113009568}
Model: {'start_bn': 0.18594884467921002, 'kernels': 2.8544305127971525, 'sub_blocks': 1.1739993987626258, 'gate_channels': 4.7403653238144665, 'residual_channels': 4.12950559716166, 'skip_channels': 4.714057621591496, 'end_channels': 4.310623963702717}
Optimizer: {'betas': 0.9989960688284879, 'eps': 9.990609599751936e-09, 'weight_decay': 0.010077338050203857}
Scheduler: {'max_lr': 0.006153113552355086, 'epochs': 0.9998604232371109, 'pct_start': 0.2992817510974302, 'anneal_strategy': 0.9610970494964591, 'base_momentum': 0.850922576255219, 'max_momentum': 0.9498822722806913, 'div_factor': 24.94101487422746, 'final_div_factor': 10052.898711556618}
Создаю базовые генотипы — 47/90
Data: {'batch_size': 128.4356989479723, 'history_days': 50.88464629454387, 'ticker_on': 0.10579105833992708, 'day_of_year_on': 0.5163325352292156, 'day_of_period_on': -0.7741339358313757, 'prices_on': 0.784271227239801, 'dividends_on': 0.8200132767205239, 'turnover_on': 0.3842934758868968, 'average_turnover_on': 0.8290859526120026, 'rvi_on': -0.8235538725043065, 'mcftrr_on': -0.5682092751348651, 'imoex_on': -0.07719811972053481, 'ticker_type_on': -0.03882873157706723, 'usd_on': -0.20073523455704667, 'open_on': -0.5335941059454195}
Model: {'start_bn': 0.9865025578113998, 'kernels': 2.7900887942688772, 'sub_blocks': 1.1851046682949624, 'gate_channels': 4.121474736952464, 'residual_channels': 4.697036252109622, 'skip_channels': 4.386612570444487, 'end_channels': 4.198217281606488}
Optimizer: {'betas': 0.9989947695619158, 'eps': 1.0001899485754736e-08, 'weight_decay': 0.010031513464894965}
Scheduler: {'max_lr': 0.0037504027286133237, 'epochs': 0.9999659531210737, 'pct_start': 0.29906458091403787, 'anneal_strategy': 0.7351319134313484, 'base_momentum': 0.8493434768434698, 'max_momentum': 0.9496803584140818, 'div_factor': 25.05674343708245, 'final_div_factor': 10070.035311378186}
Создаю базовые генотипы — 48/90
Data: {'batch_size': 128.5517243759645, 'history_days': 50.60523859776763, 'ticker_on': 0.2271431222915269, 'day_of_year_on': 0.40130316285804435, 'day_of_period_on': -0.7817549613075178, 'prices_on': 0.07874369603572495, 'dividends_on': 0.49371850396020134, 'turnover_on': 0.7250122575322854, 'average_turnover_on': 0.8459865218870326, 'rvi_on': -0.22274114075960028, 'mcftrr_on': -0.03366385267143146, 'imoex_on': -0.3334837863633131, 'ticker_type_on': -0.8851953458472815, 'usd_on': -0.3535265458958935, 'open_on': -0.9628192423182182}
Model: {'start_bn': 0.7125358354790935, 'kernels': 2.380319383086218, 'sub_blocks': 1.1066029989432096, 'gate_channels': 4.547663410125564, 'residual_channels': 4.373498572401024, 'skip_channels': 4.85868985786685, 'end_channels': 4.863626230105899}
Optimizer: {'betas': 0.9989974864706471, 'eps': 9.997538238416487e-09, 'weight_decay': 0.01008994147029538}
Scheduler: {'max_lr': 0.007789885846909961, 'epochs': 0.9991018855879955, 'pct_start': 0.30039368530178007, 'anneal_strategy': 0.6767984167617217, 'base_momentum': 0.8494889622605124, 'max_momentum': 0.9490804578931646, 'div_factor': 25.008527850624198, 'final_div_factor': 10030.864820416287}
Создаю базовые генотипы — 49/90
Data: {'batch_size': 128.1243899985892, 'history_days': 50.42356718144785, 'ticker_on': 0.5784298696659483, 'day_of_year_on': 0.16801638619717263, 'day_of_period_on': -0.10111214448108374, 'prices_on': 0.2787912130616784, 'dividends_on': 0.003123450506585468, 'turnover_on': 0.11590792911011483, 'average_turnover_on': 0.554835087296782, 'rvi_on': -0.16710247571294268, 'mcftrr_on': -0.4206511924575871, 'imoex_on': -0.005149740898245159, 'ticker_type_on': -0.5863175457004357, 'usd_on': -0.36765550274877534, 'open_on': -0.2916306462607876}
Model: {'start_bn': 0.8785116940797878, 'kernels': 2.5131304733856528, 'sub_blocks': 1.1685845250613458, 'gate_channels': 4.215536242117601, 'residual_channels': 4.6297882293231005, 'skip_channels': 4.354808473510014, 'end_channels': 4.4843616044371934}
Optimizer: {'betas': 0.9989909917181746, 'eps': 1.0002385592008034e-08, 'weight_decay': 0.010070398088472952}
Scheduler: {'max_lr': 0.00269159516263327, 'epochs': 1.0001621168083175, 'pct_start': 0.30015744023904506, 'anneal_strategy': 0.9013460761883759, 'base_momentum': 0.849548170738256, 'max_momentum': 0.9504019406109654, 'div_factor': 24.919629835230168, 'final_div_factor': 10046.887469748403}
Создаю базовые генотипы — 50/90
Data: {'batch_size': 128.25499484585015, 'history_days': 50.28179213990233, 'ticker_on': 0.2172708125038979, 'day_of_year_on': 0.2323482956408951, 'day_of_period_on': -0.2578170483531993, 'prices_on': 0.35524934555102183, 'dividends_on': 0.3261183783814704, 'turnover_on': 0.5586089178845457, 'average_turnover_on': 0.3388633430840561, 'rvi_on': -0.2423853244023988, 'mcftrr_on': -0.2876175171189994, 'imoex_on': -0.605204017256563, 'ticker_type_on': -0.5696467402732521,'usd_on': -0.17250288342415454, 'open_on': -0.6392291046415873}
Model: {'start_bn': 0.41175087494822005, 'kernels': 2.115211850346602, 'sub_blocks': 1.1258227577736024, 'gate_channels': 4.741239586444269, 'residual_channels': 4.423337765560381, 'skip_channels': 4.7169925380165125, 'end_channels': 4.332706610755421}
Optimizer: {'betas': 0.9990095675663253, 'eps': 9.994822883303934e-09, 'weight_decay': 0.010080624400504227}
Scheduler: {'max_lr': 0.005252135594646592, 'epochs': 0.9991720815649106, 'pct_start': 0.3003297175064564, 'anneal_strategy': 0.14304593753746508, 'base_momentum': 0.8509552958154769, 'max_momentum': 0.9498157567698865, 'div_factor': 24.95341581992656, 'final_div_factor': 10096.033784765248}
Создаю базовые генотипы — 51/90
Data: {'batch_size': 128.68997671812934, 'history_days': 50.57107510375335, 'ticker_on': 0.27639117567748694, 'day_of_year_on': 0.10738232410909199, 'day_of_period_on': -0.7965601363006327, 'prices_on': 0.2770489485804801, 'dividends_on': 0.9967480781470356, 'turnover_on': 0.363298385187543, 'average_turnover_on': 0.865928914623712, 'rvi_on': -0.6510171223347576, 'mcftrr_on': -0.04946518613960227, 'imoex_on': -0.5137080215915898, 'ticker_type_on': -0.20552445152420795, 'usd_on': -0.8650768092931482, 'open_on': -0.9337402593964431}
Model: {'start_bn': 0.9407503598272059, 'kernels': 2.727442775466652, 'sub_blocks': 1.1371771146494765, 'gate_channels': 4.175931894260485, 'residual_channels': 4.242418058333466, 'skip_channels': 4.629720391784154, 'end_channels': 4.292273586298317}
Optimizer: {'betas': 0.9989973067166019, 'eps': 1.0006997427778362e-08, 'weight_decay': 0.010031450692139243}
Scheduler: {'max_lr': 0.0026759604688111355, 'epochs': 1.0004769175314456, 'pct_start': 0.3002038994390416, 'anneal_strategy': 0.02293641522445744, 'base_momentum': 0.8501522389836901, 'max_momentum': 0.9507618019505152, 'div_factor': 24.95521890340867, 'final_div_factor': 9997.640678521131}
Создаю базовые генотипы — 52/90
Data: {'batch_size': 128.14481952929668, 'history_days': 50.256642580483415, 'ticker_on': 0.29958528586450395, 'day_of_year_on': 0.9598297845628636, 'day_of_period_on': -0.8534922800005705, 'prices_on': 0.33410313929890734, 'dividends_on': 0.9870512368051868, 'turnover_on': 0.3415752581950283, 'average_turnover_on': 0.8610703970049604, 'rvi_on': -0.22392181093032304, 'mcftrr_on': -0.4162984885775589, 'imoex_on': -0.9384200166240457, 'ticker_type_on': -0.537147417094241, 'usd_on': -0.815478997651332, 'open_on': -0.2566187546722938}
Model: {'start_bn': 0.333650857495119, 'kernels': 2.575117879672546, 'sub_blocks': 1.1447284874778199, 'gate_channels': 4.336814349938599, 'residual_channels': 4.180429705674026, 'skip_channels': 4.415571201993394, 'end_channels': 4.479898443945311}
Optimizer: {'betas': 0.9989974532843686, 'eps': 9.990310349158363e-09, 'weight_decay': 0.010039496598474926}
Scheduler: {'max_lr': 0.007681002342667455, 'epochs': 1.0006727442230618, 'pct_start': 0.3003827937650861, 'anneal_strategy': 0.39083015626375595, 'base_momentum': 0.8504273457993751, 'max_momentum': 0.9503995390166304, 'div_factor': 25.082067918429246, 'final_div_factor': 10006.952525768962}
Создаю базовые генотипы — 53/90
Data: {'batch_size': 128.33458004621193, 'history_days': 50.372043796691614, 'ticker_on': 0.05030693971161693, 'day_of_year_on': 0.8878023701819749, 'day_of_period_on': -0.16152490525880236, 'prices_on': 0.4138138182019334, 'dividends_on': 0.08285705046119884, 'turnover_on': 0.04570687216293601, 'average_turnover_on': 0.08406533005777228, 'rvi_on': -0.47169343898115246, 'mcftrr_on': -0.6593921051599916, 'imoex_on': -0.9837456647777707, 'ticker_type_on': -0.015068909964879196, 'usd_on': -0.9267133195460344, 'open_on': -0.38766470221925675}
Model: {'start_bn': 0.8729103325467213, 'kernels': 2.812954270747279, 'sub_blocks': 1.1560014773278358, 'gate_channels': 4.162163642761016, 'residual_channels': 4.5318038795490665, 'skip_channels': 4.363096103774799, 'end_channels': 4.679782350627429}
Optimizer: {'betas': 0.9990077598956184, 'eps': 9.998000887347975e-09, 'weight_decay': 0.010054802729401815}
Scheduler: {'max_lr': 0.009900987077230094, 'epochs': 1.000747204536541, 'pct_start': 0.3007848137002283, 'anneal_strategy': 0.505257621159849, 'base_momentum': 0.8506803185771262, 'max_momentum': 0.9505572834239374, 'div_factor': 24.94614138219043, 'final_div_factor': 10018.174135893767}
Создаю базовые генотипы — 54/90
Data: {'batch_size': 128.42550347517442, 'history_days': 50.759209309170934, 'ticker_on': 0.8813576762924393, 'day_of_year_on': 0.2163092977634148, 'day_of_period_on': -0.11149239014594914, 'prices_on': 0.5249466770992973, 'dividends_on': 0.362596407413177, 'turnover_on': 0.48816149419853216, 'average_turnover_on': 0.6068997368720854, 'rvi_on': -0.26655363181190883, 'mcftrr_on': -0.6039730561649514, 'imoex_on': -0.3185711488512123, 'ticker_type_on': -0.9439586231776697, 'usd_on': -0.35317631284011797, 'open_on': -0.8674142413376557}
Model: {'start_bn': 0.41062530351914384, 'kernels': 2.1036569125543756, 'sub_blocks': 1.1020804005450466, 'gate_channels': 4.560319715709578, 'residual_channels': 4.650460571841449, 'skip_channels': 4.551960755704068, 'end_channels': 4.419406605543682}
Optimizer: {'betas': 0.9989900415340415, 'eps': 9.995061026002104e-09, 'weight_decay': 0.010053480501432364}
Scheduler: {'max_lr': 0.0031469714513219175, 'epochs': 0.9993703287246026, 'pct_start': 0.29979197403561864, 'anneal_strategy': 0.28382125618481246, 'base_momentum': 0.8499227146979437, 'max_momentum': 0.9491663083804363, 'div_factor': 25.046961989501995, 'final_div_factor': 10085.170803936482}
Создаю базовые генотипы — 55/90
Data: {'batch_size': 128.74310103069104, 'history_days': 50.6515042179753, 'ticker_on': 0.8878209917088323, 'day_of_year_on': 0.0039009745646585436, 'day_of_period_on': -0.007756150422104868, 'prices_on': 0.9786749266401941, 'dividends_on': 0.7913439996978252, 'turnover_on': 0.2248949857285799, 'average_turnover_on': 0.6855158355289542, 'rvi_on': -0.2889878664840908, 'mcftrr_on': -0.44343381174758656, 'imoex_on': -0.43565920601806896, 'ticker_type_on': -0.3395590427344989, 'usd_on': -0.2313233213807414, 'open_on': -0.5474663517615579}
Model: {'start_bn': 0.533828148391397, 'kernels': 2.524299406983043, 'sub_blocks': 1.1898166238218952, 'gate_channels': 4.199126567838746, 'residual_channels': 4.154865720326016, 'skip_channels': 4.438887734046105, 'end_channels': 4.4376112153445675}
Optimizer: {'betas': 0.9989911501963474, 'eps': 1.0005231523693878e-08, 'weight_decay': 0.009991447382381096}
Scheduler: {'max_lr': 0.008384472911136878, 'epochs': 1.000397880971916, 'pct_start': 0.30080144765855865, 'anneal_strategy': 0.12580196251879172, 'base_momentum': 0.8503496257802416, 'max_momentum': 0.9505665563721514, 'div_factor': 25.061645390382996, 'final_div_factor': 10022.840335186336}
Создаю базовые генотипы — 56/90
Data: {'batch_size': 128.39462521596596, 'history_days': 50.318229821633075, 'ticker_on': 0.5402092293989732, 'day_of_year_on': 0.39829884307717245, 'day_of_period_on': -0.48185855523981513, 'prices_on': 0.9651639781494733, 'dividends_on': 0.7434133755872274, 'turnover_on': 0.37632902202933594, 'average_turnover_on': 0.8940076300586122, 'rvi_on': -0.8904770770014913, 'mcftrr_on': -0.8627022282738104, 'imoex_on': -0.11019027032816564, 'ticker_type_on': -0.11611678605378317, 'usd_on': -0.34127730434724857, 'open_on': -0.6622346877168739}
Model: {'start_bn': 0.7259142464791073, 'kernels': 2.757867085726703, 'sub_blocks': 1.1643583443702752, 'gate_channels': 4.587046833577985, 'residual_channels': 4.8012435835523535, 'skip_channels': 4.348413282880333, 'end_channels': 4.536328948064433}
Optimizer: {'betas': 0.9989963656788409, 'eps': 1.0005664126819724e-08, 'weight_decay': 0.010087863960395982}
Scheduler: {'max_lr': 0.005958478328641288, 'epochs': 0.9991855070356067, 'pct_start': 0.3003006207523057, 'anneal_strategy': 0.68744109105384, 'base_momentum': 0.8507029504312188, 'max_momentum': 0.9503616018082232, 'div_factor': 24.94931223351264, 'final_div_factor': 9992.435027517417}
Создаю базовые генотипы — 57/90
Data: {'batch_size': 128.1475672311315, 'history_days': 50.55923984565381, 'ticker_on': 0.4667747507577331, 'day_of_year_on': 0.7241964851154609, 'day_of_period_on': -0.21892905619378233, 'prices_on': 0.802499264758407, 'dividends_on': 0.05259463220653282, 'turnover_on': 0.890762355666622, 'average_turnover_on': 0.0461223256263017, 'rvi_on': -0.13235435326258094, 'mcftrr_on': -0.19991300159769498, 'imoex_on': -0.1059423540620621, 'ticker_type_on': -0.9801727258431462, 'usd_on': -0.3498317694621753, 'open_on': -0.7534134175560566}
Model: {'start_bn': 0.935135070989576, 'kernels': 2.8379518615336505, 'sub_blocks': 1.1221099839364908, 'gate_channels': 4.845957523295674, 'residual_channels': 4.34155578561908, 'skip_channels': 4.187871595180043, 'end_channels': 4.830266434693333}
Optimizer: {'betas': 0.9990094868548315, 'eps': 1.0006557416495567e-08, 'weight_decay': 0.01007866120668201}
Scheduler: {'max_lr': 0.008625894363240343, 'epochs': 0.9995134160572086, 'pct_start': 0.30007604713805214, 'anneal_strategy': 0.6776679182412486, 'base_momentum': 0.849103707780818, 'max_momentum': 0.949104871455501, 'div_factor': 25.028205909420777, 'final_div_factor': 10008.256753470987}
Создаю базовые генотипы — 58/90
Data: {'batch_size': 128.41689215906413, 'history_days': 50.58917036346729, 'ticker_on': 0.19492566332810235, 'day_of_year_on': 0.3610210535643643, 'day_of_period_on': -0.8844689755256081, 'prices_on': 0.311173470932121, 'dividends_on': 0.6442930834728946, 'turnover_on': 0.7365780226769189, 'average_turnover_on':0.9019399614477276, 'rvi_on': -0.45611777358963057, 'mcftrr_on': -0.11538870357301456, 'imoex_on': -0.5450899228198737, 'ticker_type_on': -0.14285109249087802, 'usd_on': -0.014440905209984645, 'open_on': -0.29997619760776517}
Model: {'start_bn': 0.3979086580605192, 'kernels': 2.6508662404211103, 'sub_blocks': 1.1695215916765471, 'gate_channels': 4.585956692823265, 'residual_channels': 4.2533327232052605, 'skip_channels': 4.431715345112125, 'end_channels': 4.349494909624188}
Optimizer: {'betas': 0.9990059312385151, 'eps': 1.0005204286373496e-08, 'weight_decay': 0.01007166245144726}
Scheduler: {'max_lr': 0.008163606980198902, 'epochs': 1.000762431457917, 'pct_start': 0.3006307012279073, 'anneal_strategy': 0.44090331230690927, 'base_momentum': 0.8500577231660478, 'max_momentum': 0.949618351241973, 'div_factor': 25.05698091912809, 'final_div_factor': 10036.36666252523}
Создаю базовые генотипы — 59/90
Data: {'batch_size': 128.2179637693744, 'history_days': 50.35412596799391, 'ticker_on': 0.5494330407496092, 'day_of_year_on': 0.5520223541303684, 'day_of_period_on': -0.9943432639218774, 'prices_on': 0.04234395730842966, 'dividends_on': 0.3107758900022721, 'turnover_on': 0.9056857806216999, 'average_turnover_on':0.1865836900479877, 'rvi_on': -0.7752446228756997, 'mcftrr_on': -0.11146983287680978, 'imoex_on': -0.41613991950868356, 'ticker_type_on': -0.26879919215338044, 'usd_on': -0.5611289417967313, 'open_on': -0.11109891191342103}
Model: {'start_bn': 0.23287161254766564, 'kernels': 2.8924084991952133, 'sub_blocks': 1.1420696217991713, 'gate_channels': 4.262646354272048, 'residual_channels': 4.486313828789056, 'skip_channels': 4.148903423270125, 'end_channels': 4.1730223671494135}
Optimizer: {'betas': 0.9990099583449256, 'eps': 9.996875895663954e-09, 'weight_decay': 0.010071936770299212}
Scheduler: {'max_lr': 0.0010011756121056379, 'epochs': 1.000555997820756, 'pct_start': 0.30036566994452385, 'anneal_strategy': 0.5798331923594211, 'base_momentum': 0.8500767127160831, 'max_momentum': 0.9506509965754725, 'div_factor': 25.011579654910264, 'final_div_factor': 10020.431955377073}
Создаю базовые генотипы — 60/90
Data: {'batch_size': 128.56026898539926, 'history_days': 50.46432314344256, 'ticker_on': 0.5772542065604838, 'day_of_year_on': 0.47519638153366306, 'day_of_period_on': -0.5361812453958009, 'prices_on': 0.4213779474426087, 'dividends_on': 0.416209963737576, 'turnover_on': 0.2339625555701642, 'average_turnover_on':0.4737446772962247, 'rvi_on': -0.6361688469559331, 'mcftrr_on': -0.16576549317857925, 'imoex_on': -0.9706933720676528, 'ticker_type_on': -0.32946333696544494, 'usd_on': -0.8739838162021324, 'open_on': -0.7691956805646812}
Model: {'start_bn': 0.13259011604277715, 'kernels': 2.211848230678675, 'sub_blocks': 1.181233288841398, 'gate_channels': 4.889299877823974, 'residual_channels': 4.671990196349945, 'skip_channels': 4.707883997925681, 'end_channels': 4.3190377797953685}
Optimizer: {'betas': 0.9989986753115384, 'eps': 9.994313534920259e-09, 'weight_decay': 0.010007699881301685}
Scheduler: {'max_lr': 0.0027722196061436303, 'epochs': 1.0003290396284752, 'pct_start': 0.299886304222277, 'anneal_strategy': 0.5193061177844893, 'base_momentum': 0.8506039146325304, 'max_momentum': 0.9497803543957505, 'div_factor': 24.90029751892774, 'final_div_factor': 10047.178839826971}
Создаю базовые генотипы — 61/90
Data: {'batch_size': 128.8110768940446, 'history_days': 50.81482136385169, 'ticker_on': 0.8950241715405234, 'day_of_year_on': 0.3646234344351499, 'day_of_period_on': -0.9023507724387618, 'prices_on': 0.6578186294401321, 'dividends_on': 0.4613143470780021, 'turnover_on': 0.30492856395025725, 'average_turnover_on':0.6889644354242291, 'rvi_on': -0.5958272385799097, 'mcftrr_on': -0.5296965364779528, 'imoex_on': -0.32850265905579956, 'ticker_type_on': -0.7539630844069485, 'usd_on': -0.28764997686624294, 'open_on': -0.08076498429296097}
Model: {'start_bn': 0.13040854947685965, 'kernels': 2.6039388675604025, 'sub_blocks': 1.1209848678374856, 'gate_channels': 4.706020244461472, 'residual_channels': 4.739302832234951, 'skip_channels': 4.89566077240217, 'end_channels': 4.197508873726101}
Optimizer: {'betas': 0.9990028993790533, 'eps': 9.996540758718082e-09, 'weight_decay': 0.010073257778004774}
Scheduler: {'max_lr': 0.008200090629918538, 'epochs': 1.0007045940718668, 'pct_start': 0.29968002229682805, 'anneal_strategy': 0.6629829127429228, 'base_momentum': 0.850843303001114, 'max_momentum': 0.950272334478459, 'div_factor': 25.063241353895794, 'final_div_factor': 10044.448878329587}
Создаю базовые генотипы — 62/90
Data: {'batch_size': 128.88405870329987, 'history_days': 50.12198051111381, 'ticker_on': 0.5299490174575437, 'day_of_year_on': 0.27249389193632345, 'day_of_period_on': -0.6685961438981224, 'prices_on': 0.4434049417892011, 'dividends_on': 0.26857723811188583, 'turnover_on': 0.06660503815802199, 'average_turnover_on': 0.916807432948815, 'rvi_on': -0.308491675292614, 'mcftrr_on': -0.22332447214822626, 'imoex_on': -0.32206998593496783, 'ticker_type_on': -0.4506873619443196, 'usd_on': -0.2664321000089934, 'open_on': -0.09615496885897634}
Model: {'start_bn': 0.4271977922519389, 'kernels': 2.469710398125091, 'sub_blocks': 1.1069130428151996, 'gate_channels': 4.7380203292509115, 'residual_channels': 4.16499936917523, 'skip_channels': 4.631868541163417, 'end_channels': 4.658509584503324}
Optimizer: {'betas': 0.9989940816734144, 'eps': 9.991927939489036e-09, 'weight_decay': 0.010055472505543233}
Scheduler: {'max_lr': 0.0037765827545114938, 'epochs': 0.9998415049950317, 'pct_start': 0.3008762306820523, 'anneal_strategy': 0.7647328234918358, 'base_momentum': 0.8500246956769574, 'max_momentum': 0.9508514323870295, 'div_factor': 25.096641130518414, 'final_div_factor': 10055.541128677587}
Создаю базовые генотипы — 63/90
Data: {'batch_size': 128.29638651604816, 'history_days': 50.51497513483113, 'ticker_on': 0.7405064999543647, 'day_of_year_on': 0.08841219736831174, 'day_of_period_on': -0.28288654241010547, 'prices_on': 0.013900460639818757, 'dividends_on': 0.034773341981538364, 'turnover_on': 0.16583400983404606, 'average_turnover_on': 0.9233977458432422, 'rvi_on': -0.7544607537357128, 'mcftrr_on': -0.35338839242715614, 'imoex_on': -0.29371936184132263, 'ticker_type_on': -0.9881470763941971, 'usd_on': -0.5250506926393527, 'open_on': -0.46560265109434706}
Model: {'start_bn': 0.3328081506431242, 'kernels': 2.5755896876449302, 'sub_blocks': 1.188967547898282, 'gate_channels': 4.5606778083076, 'residual_channels': 4.2822195209808385, 'skip_channels': 4.450051328315975, 'end_channels': 4.668849083146659}
Optimizer: {'betas': 0.9989958332175177, 'eps': 1.000478848698603e-08, 'weight_decay': 0.010088788297818715}
Scheduler: {'max_lr': 0.0016161938099541612, 'epochs': 0.9997493819624088, 'pct_start': 0.2998893863005455, 'anneal_strategy': 0.9684209560811948, 'base_momentum': 0.8500803389662819, 'max_momentum': 0.950789022411363, 'div_factor': 25.00900176055312, 'final_div_factor': 10064.714196419385}
Создаю базовые генотипы — 64/90
Data: {'batch_size': 128.7077745486015, 'history_days': 50.545260932837415, 'ticker_on': 0.33213955779014237, 'day_of_year_on': 0.5301439909043081, 'day_of_period_on': -0.1546255977401274, 'prices_on': 0.8225930955862019, 'dividends_on': 0.4931434835709382, 'turnover_on': 0.30950897485402495, 'average_turnover_on': 0.4739630775854071, 'rvi_on': -0.6026436597848784, 'mcftrr_on': -0.5417672171465553, 'imoex_on': -0.8132322548387626, 'ticker_type_on': -0.8843131778827543, 'usd_on': -0.8433203102525594, 'open_on': -0.011370931925999694}
Model: {'start_bn': 0.8873751788332919, 'kernels': 2.349391524809511, 'sub_blocks': 1.180915937815219, 'gate_channels': 4.4779404311936934, 'residual_channels': 4.206018491000496, 'skip_channels': 4.365026423843835, 'end_channels': 4.267708315504484}
Optimizer: {'betas': 0.9989925564118434, 'eps': 1.000646882453494e-08, 'weight_decay': 0.010037001167360957}
Scheduler: {'max_lr': 0.005654429115316831, 'epochs': 0.9997301508270583, 'pct_start': 0.30007265773991093, 'anneal_strategy': 0.21788157293140675, 'base_momentum': 0.849072875267945, 'max_momentum': 0.949163777371281, 'div_factor': 24.916310343298942, 'final_div_factor': 10088.59225734042}
Создаю базовые генотипы — 65/90
Data: {'batch_size': 128.29313444798575, 'history_days': 50.87731662338384, 'ticker_on': 0.6621840765945038, 'day_of_year_on': 0.48572269347569896, 'day_of_period_on': -0.19019310766343644, 'prices_on': 0.8395372274503301, 'dividends_on': 0.15060466785906068, 'turnover_on': 0.9317736258671373, 'average_turnover_on': 0.15678755915060916, 'rvi_on': -0.5357046252641178, 'mcftrr_on': -0.38849078900135003, 'imoex_on': -0.7623053657228942, 'ticker_type_on': -0.6389556379055459, 'usd_on': -0.28841957408430263, 'open_on': -0.7059962968051614}
Model: {'start_bn': 0.2818989186964973, 'kernels': 2.457350384376521, 'sub_blocks': 1.1091449781094038, 'gate_channels': 4.876979392884104, 'residual_channels': 4.276958740932774, 'skip_channels': 4.43047030118742, 'end_channels': 4.490783829415255}
Optimizer: {'betas': 0.9989956414578032, 'eps': 1.000149523762608e-08, 'weight_decay': 0.01003399688663163}
Scheduler: {'max_lr': 0.0056360414983987256, 'epochs': 1.0006703574615325, 'pct_start': 0.2997549390048929, 'anneal_strategy': 0.9067911192813096, 'base_momentum': 0.8506332365438054, 'max_momentum': 0.9505807979412663, 'div_factor': 24.938640783083606, 'final_div_factor': 10002.11799228422}
Создаю базовые генотипы — 66/90
Data: {'batch_size': 128.4269003664542, 'history_days': 50.62637134850256, 'ticker_on': 0.8948884137938345, 'day_of_year_on': 0.07730707751173904, 'day_of_period_on': -0.7208244615673294, 'prices_on': 0.3916543608137355, 'dividends_on': 0.99638114580479, 'turnover_on': 0.46346375961046404, 'average_turnover_on': 0.11515080041622161, 'rvi_on': -0.5932089560448643, 'mcftrr_on': -0.5406769597330396, 'imoex_on': -0.7458166240866212, 'ticker_type_on': -0.1723122722163487,'usd_on': -0.6170006367305229, 'open_on': -0.8104529951295577}
Model: {'start_bn': 0.07018727200315567, 'kernels': 2.2304886457003628, 'sub_blocks': 1.1799841734596348, 'gate_channels': 4.487568453714024, 'residual_channels': 4.347063940009717, 'skip_channels': 4.3880761319857315, 'end_channels': 4.788205857619694}
Optimizer: {'betas': 0.9989971418252832, 'eps': 9.996966457836818e-09, 'weight_decay': 0.010093975192782795}
Scheduler: {'max_lr': 0.006533044059571652, 'epochs': 0.9993154916055864, 'pct_start': 0.2991299120259001, 'anneal_strategy': 0.8410236019095633, 'base_momentum': 0.8491359415889248, 'max_momentum': 0.9490548185110957, 'div_factor': 25.025156029512335, 'final_div_factor': 10074.083429222492}
Создаю базовые генотипы — 67/90
Data: {'batch_size': 128.66031603258475, 'history_days': 50.35683106703204, 'ticker_on': 0.23805818716985283, 'day_of_year_on': 0.7174001443734154, 'day_of_period_on': -0.7428524993894252, 'prices_on': 0.28880816225268746, 'dividends_on': 0.32295544109169194, 'turnover_on': 0.9800674155710076, 'average_turnover_on': 0.38229509355848634, 'rvi_on': -0.23312857367280515, 'mcftrr_on': -0.0015762792150535443, 'imoex_on': -0.693079054661717, 'ticker_type_on': -0.8326382855817754, 'usd_on': -0.8892252997611583, 'open_on': -0.24684341189613734}
Model: {'start_bn': 0.23479108721360376, 'kernels': 2.5907010994606003, 'sub_blocks': 1.1538009526197333, 'gate_channels': 4.222628621869214, 'residual_channels': 4.861505115842684, 'skip_channels': 4.8751762133923, 'end_channels': 4.451351739234876}
Optimizer: {'betas': 0.9990039660901711, 'eps': 9.997478778748634e-09, 'weight_decay': 0.010091781044789864}
Scheduler: {'max_lr': 0.005650250732329441, 'epochs': 0.9994703206982384, 'pct_start': 0.29991646564876345, 'anneal_strategy': 0.15112331849100935, 'base_momentum': 0.8506806838244805, 'max_momentum': 0.9507698704916016, 'div_factor': 25.057968734596294, 'final_div_factor': 10091.161652837322}
Создаю базовые генотипы — 68/90
Data: {'batch_size': 128.42744673926958, 'history_days': 50.78359836684241, 'ticker_on': 0.08629793349334203, 'day_of_year_on': 0.5888059160636004, 'day_of_period_on': -0.0004796438262408831, 'prices_on': 0.1602121522726636, 'dividends_on': 0.7771110450588748, 'turnover_on': 0.05756315897579467, 'average_turnover_on': 0.24291668029435454, 'rvi_on': -0.5254563437933176, 'mcftrr_on': -0.8339019068635478, 'imoex_on': -0.7325676735270037, 'ticker_type_on': -0.2720822026660744, 'usd_on': -0.9029293937076384, 'open_on': -0.24729410582798184}
Model: {'start_bn': 0.08930241077944023, 'kernels': 2.2792494932853096, 'sub_blocks': 1.1575934474653682, 'gate_channels': 4.342735539751253, 'residual_channels': 4.395087914786733, 'skip_channels': 4.85266778171372, 'end_channels': 4.849042599012149}
Optimizer: {'betas': 0.9990032588720944, 'eps': 9.990615997153537e-09, 'weight_decay': 0.010054480567025511}
Scheduler: {'max_lr': 0.002554449003341679, 'epochs': 1.000234328217005, 'pct_start': 0.29963170002540906, 'anneal_strategy': 0.780828579491405, 'base_momentum': 0.8500586728454997, 'max_momentum': 0.9493380960225618, 'div_factor': 24.98885501906458, 'final_div_factor': 10095.320934128355}
Создаю базовые генотипы — 69/90
Data: {'batch_size': 128.87570442580338, 'history_days': 50.532000283970305, 'ticker_on': 0.054450756084124974, 'day_of_year_on': 0.6285214594622484, 'day_of_period_on': -0.009959511719958791, 'prices_on': 0.06461860168395761, 'dividends_on': 0.9924976459990896, 'turnover_on': 0.5501103128844834, 'average_turnover_on': 0.8614380904363097, 'rvi_on': -0.9307240203614889, 'mcftrr_on': -0.2662288905579656, 'imoex_on': -0.9824562432496606, 'ticker_type_on': -0.8942574022349908, 'usd_on': -0.3427638338468655, 'open_on': -0.36886021442901196}
Model: {'start_bn': 0.6841275646632495, 'kernels': 2.4558815932084137, 'sub_blocks': 1.1928249959318071, 'gate_channels': 4.769673995351823, 'residual_channels': 4.611025979285653, 'skip_channels': 4.451570770711674, 'end_channels': 4.4162254554771545}
Optimizer: {'betas': 0.998996100796134, 'eps': 9.99190510953736e-09, 'weight_decay': 0.01001082901018148}
Scheduler: {'max_lr': 0.007535720585628558, 'epochs': 1.0008157761610086, 'pct_start': 0.3004308041005978, 'anneal_strategy': 0.2455004578430653, 'base_momentum': 0.8509912861451013, 'max_momentum': 0.950523628929948, 'div_factor': 25.097511256154842, 'final_div_factor': 10039.318684968443}
Создаю базовые генотипы — 70/90
Data: {'batch_size': 128.24762143039445, 'history_days': 50.47718537088188, 'ticker_on': 0.11160826361367171, 'day_of_year_on': 0.09954537377441997, 'day_of_period_on': -0.8095799634778497, 'prices_on': 0.4900449902970906, 'dividends_on': 0.03007125672436428, 'turnover_on': 0.15425211157534824, 'average_turnover_on': 0.6505097539841228, 'rvi_on': -0.33475570005789146, 'mcftrr_on': -0.45992886907741526, 'imoex_on': -0.05560531889379139, 'ticker_type_on': -0.3767085195082598, 'usd_on': -0.023161733527552686, 'open_on': -0.586169493559824}
Model: {'start_bn': 0.3222860426780193, 'kernels': 2.624586696889917, 'sub_blocks': 1.115791518256888, 'gate_channels': 4.170274624787691, 'residual_channels': 4.205014922987561, 'skip_channels': 4.601000603433012, 'end_channels': 4.253427505246976}
Optimizer: {'betas': 0.9989937741467892, 'eps': 1.0009416732866406e-08, 'weight_decay': 0.009999692833372995}
Scheduler: {'max_lr': 0.0016720938083531515, 'epochs': 1.0002078969411996, 'pct_start': 0.2998007208193713, 'anneal_strategy': 0.770871440986382, 'base_momentum': 0.8502968168128974, 'max_momentum': 0.949984442089764, 'div_factor': 25.050603084044866, 'final_div_factor': 10003.365173718465}
Создаю базовые генотипы — 71/90
Data: {'batch_size': 128.89319796376066, 'history_days': 50.29422270218367, 'ticker_on': 0.2641479033979306, 'day_of_year_on': 0.18210874795277432, 'day_of_period_on': -0.6581397949565938, 'prices_on': 0.9520392581591949, 'dividends_on': 0.9291429366573479, 'turnover_on': 0.3135209730260179, 'average_turnover_on': 0.7722187410765287, 'rvi_on': -0.27182526550186437, 'mcftrr_on': -0.6252557523416898, 'imoex_on': -0.2584451695026241, 'ticker_type_on': -0.10949732594600248, 'usd_on': -0.4911260851131424, 'open_on': -0.6494703348015022}
Model: {'start_bn': 0.3145941235973774, 'kernels': 2.74611443908233, 'sub_blocks': 1.1003325666482218, 'gate_channels': 4.158812378281033, 'residual_channels': 4.431234915227213, 'skip_channels': 4.305616931525284, 'end_channels': 4.143545741901714}
Optimizer: {'betas': 0.9989915833574489, 'eps': 1.0008572959228992e-08, 'weight_decay': 0.010014840889436835}
Scheduler: {'max_lr': 0.0028366364254119175, 'epochs': 1.0001100175512985, 'pct_start': 0.2991872567742706, 'anneal_strategy': 0.6328765442363584, 'base_momentum': 0.8493775067554465, 'max_momentum': 0.9505498188367287, 'div_factor': 24.93274441498547, 'final_div_factor': 10003.907476361452}
Создаю базовые генотипы — 72/90
Data: {'batch_size': 128.5337840877075, 'history_days': 50.610532048488274, 'ticker_on': 0.1548474955310254, 'day_of_year_on': 0.1754011788998413, 'day_of_period_on': -0.8435376712122986, 'prices_on': 0.25874105215838294, 'dividends_on': 0.7813990666875015, 'turnover_on': 0.9619658132064633, 'average_turnover_on': 0.2927886341904963, 'rvi_on': -0.967344059631626, 'mcftrr_on': -0.7605039863213754, 'imoex_on': -0.030183404651106693, 'ticker_type_on': -0.5860034748781106, 'usd_on': -0.6828685642518996, 'open_on': -0.7025785638554334}
Model: {'start_bn': 0.8116692152466178, 'kernels': 2.850306876244458, 'sub_blocks': 1.1389232559010825, 'gate_channels': 4.377467141857787, 'residual_channels': 4.358925076091439, 'skip_channels': 4.218854896925707, 'end_channels': 4.899047863484951}
Optimizer: {'betas': 0.999008172171886, 'eps': 1.0000707482807005e-08, 'weight_decay': 0.010092232976493577}
Scheduler: {'max_lr': 0.0039052626852240984, 'epochs': 1.000424250419416, 'pct_start': 0.2992646783466511, 'anneal_strategy': 0.8542809640958923, 'base_momentum': 0.8494651388631523, 'max_momentum': 0.9507056357071776, 'div_factor': 25.02285025339493, 'final_div_factor': 9995.394531362379}
Создаю базовые генотипы — 73/90
Data: {'batch_size': 128.52479481002686, 'history_days': 50.523503533368945, 'ticker_on': 0.7642342913082022, 'day_of_year_on': 0.041574285206963935, 'day_of_period_on': -0.5685583210021707, 'prices_on': 0.2129932562090079, 'dividends_on': 0.2023573550876404, 'turnover_on': 0.428683562741366, 'average_turnover_on': 0.16196874583108056, 'rvi_on': -0.49567397712419303, 'mcftrr_on': -0.7508322134443584, 'imoex_on': -0.09087328391126592, 'ticker_type_on': -0.28328425574394545, 'usd_on': -0.13961426925547826, 'open_on': -0.9042618658265466}
Model: {'start_bn': 0.9974809946769195, 'kernels': 2.5912044911077774, 'sub_blocks': 1.1069152898429417, 'gate_channels': 4.716006141980989, 'residual_channels': 4.4856883358161985, 'skip_channels': 4.3450318645185195, 'end_channels': 4.690219493320946}
Optimizer: {'betas': 0.9990061306349436, 'eps': 1.0001383294217403e-08, 'weight_decay': 0.010054739208769483}
Scheduler: {'max_lr': 0.006667373324913723, 'epochs': 0.9996089375415682, 'pct_start': 0.3007679162060652, 'anneal_strategy': 0.3986033588886757, 'base_momentum': 0.8506890617025573, 'max_momentum': 0.9501413308539061, 'div_factor': 24.982545361954486, 'final_div_factor': 10050.996267139097}
Создаю базовые генотипы — 74/90
Data: {'batch_size': 128.423108063867, 'history_days': 50.22084686023273, 'ticker_on': 0.47837132777668756, 'day_of_year_on': 0.055141041019595716, 'day_of_period_on': -0.7775006887086656, 'prices_on': 0.3785051602771369, 'dividends_on': 0.7465509495159314, 'turnover_on': 0.10480353746455029, 'average_turnover_on': 0.8806368898566495, 'rvi_on': -0.4731106027364834, 'mcftrr_on': -0.8988085563790972, 'imoex_on': -0.0001753479566827254, 'ticker_type_on': -0.5125662806263457, 'usd_on': -0.30732855083190014, 'open_on': -0.49129810746802227}
Model: {'start_bn': 0.7090189831393263, 'kernels': 2.6995242438509006, 'sub_blocks': 1.1897454141472965, 'gate_channels': 4.823608234268595, 'residual_channels': 4.830785979333363, 'skip_channels': 4.678866844982293, 'end_channels': 4.57002633803838}
Optimizer: {'betas': 0.9990060094949891, 'eps': 1.0000705553761712e-08, 'weight_decay': 0.0100514835101838}
Scheduler: {'max_lr': 0.00971913121492244, 'epochs': 1.0004939787726335, 'pct_start': 0.29981437526623267, 'anneal_strategy': 0.3831485559997102, 'base_momentum': 0.8506852094816849, 'max_momentum': 0.950137494890902, 'div_factor': 24.931052447255453, 'final_div_factor': 10013.912945831276}
Создаю базовые генотипы — 75/90
Data: {'batch_size': 128.17902017788214, 'history_days': 50.869231385214945, 'ticker_on': 0.5860209278784515, 'day_of_year_on': 0.09016400829907234, 'day_of_period_on': -0.44878237483557337, 'prices_on': 0.2195397101400688, 'dividends_on': 0.3801233937403946, 'turnover_on': 0.1398823724978493, 'average_turnover_on': 0.14100253284490416, 'rvi_on': -0.5554044977656676, 'mcftrr_on': -0.4351405453656193, 'imoex_on': -0.8214389058101395, 'ticker_type_on': -0.38674700058309497, 'usd_on': -0.024534706183297672, 'open_on': -0.32713419580866443}
Model: {'start_bn': 0.6500338291147402, 'kernels': 2.151064179440779, 'sub_blocks': 1.1894550707329865, 'gate_channels': 4.638528282512528, 'residual_channels': 4.718936202784086, 'skip_channels': 4.5025357729909325, 'end_channels': 4.138086801533275}
Optimizer: {'betas': 0.9990021070904661, 'eps': 9.996912044847137e-09, 'weight_decay': 0.010055302307168975}
Scheduler: {'max_lr': 0.0047263554030320554, 'epochs': 1.0000588284218697, 'pct_start': 0.2990633753821462, 'anneal_strategy': 0.284699702511225, 'base_momentum': 0.8502174468101441, 'max_momentum': 0.9496262954796157, 'div_factor': 25.051428939899772, 'final_div_factor': 10030.513314783206}
Создаю базовые генотипы — 76/90
Data: {'batch_size': 128.2622405895083, 'history_days': 50.73420753964098, 'ticker_on': 0.4354760556654267, 'day_of_year_on': 0.39251953504604853, 'day_of_period_on': -0.10853546740842035, 'prices_on': 0.34684068550501, 'dividends_on': 0.8419891315704207, 'turnover_on': 0.006001773085665296, 'average_turnover_on': 0.7017030143398231, 'rvi_on': -0.7268329547201609, 'mcftrr_on': -0.9129292702869894, 'imoex_on': -0.5625604229793912, 'ticker_type_on': -0.12727411367498387, 'usd_on': -0.36660509015752096, 'open_on': -0.3857104220149473}
Model: {'start_bn': 0.6662770864033751, 'kernels': 2.425594596725151, 'sub_blocks': 1.1505536146548634, 'gate_channels': 4.182174396039022, 'residual_channels': 4.202315079982052, 'skip_channels': 4.7054572009003515, 'end_channels': 4.820150336801071}
Optimizer: {'betas': 0.9989904359580829, 'eps': 9.999152099282943e-09, 'weight_decay': 0.010026892981349159}
Scheduler: {'max_lr': 0.004509899117241695, 'epochs': 1.0000355776154386, 'pct_start': 0.3004457497029976, 'anneal_strategy': 0.427965431232324, 'base_momentum': 0.8502451322237022, 'max_momentum': 0.9493424596491011, 'div_factor': 24.97143457898232, 'final_div_factor': 10046.189704696952}
Создаю базовые генотипы — 77/90
Data: {'batch_size': 128.4116132068829, 'history_days': 50.63654747180912, 'ticker_on': 0.144729544454807, 'day_of_year_on': 0.25852360507514305, 'day_of_period_on': -0.5721241789049434, 'prices_on': 0.06770642070215716, 'dividends_on': 0.6785721475220796, 'turnover_on': 0.057625288784397655, 'average_turnover_on': 0.1796794536954065, 'rvi_on': -0.31391936306991675, 'mcftrr_on': -0.2989459710717691, 'imoex_on': -0.8831015212894944, 'ticker_type_on': -0.424573966332622, 'usd_on': -0.41161395863397077, 'open_on': -0.5563538941602539}
Model: {'start_bn': 0.5398631878928188, 'kernels': 2.5959739380663693, 'sub_blocks': 1.1147314299655808, 'gate_channels': 4.291616834517084, 'residual_channels': 4.237257482342204, 'skip_channels': 4.5423338173315, 'end_channels': 4.650645263530012}
Optimizer: {'betas': 0.9990077626947211, 'eps': 9.990319515611163e-09, 'weight_decay': 0.010020312185219772}
Scheduler: {'max_lr': 0.00982883312499316, 'epochs': 1.0008606660214707, 'pct_start': 0.2994733429140881, 'anneal_strategy': 0.044177030562123076, 'base_momentum': 0.8492150453163115, 'max_momentum': 0.9491835746248638, 'div_factor': 24.997899709398368, 'final_div_factor': 10052.91484473252}
Создаю базовые генотипы — 78/90
Data: {'batch_size': 128.83080325497755, 'history_days': 50.7053601997237, 'ticker_on': 0.9222377580678688, 'day_of_year_on': 0.03521949293208071, 'day_of_period_on': -0.7023400553755371, 'prices_on': 0.2153646889481824, 'dividends_on': 0.598620361558816, 'turnover_on': 0.9832265383424199, 'average_turnover_on': 0.34233797471404015, 'rvi_on': -0.8265444248640968, 'mcftrr_on': -0.2513853597529887, 'imoex_on': -0.8191421935251872, 'ticker_type_on': -0.273027032213944, 'usd_on': -0.6020492537074359, 'open_on': -0.6900542227734409}
Model: {'start_bn': 0.6516393153120698, 'kernels': 2.3173815799097808, 'sub_blocks': 1.1584755655401702, 'gate_channels': 4.5876868811527105, 'residual_channels': 4.712953468344349, 'skip_channels': 4.111423868550247, 'end_channels': 4.833339057486347}
Optimizer: {'betas': 0.999006572687248, 'eps': 1.0000071221770072e-08, 'weight_decay': 0.010084890962834832}
Scheduler: {'max_lr': 0.0071313885721030175, 'epochs': 1.00016227723483, 'pct_start': 0.2994068038403461, 'anneal_strategy': 0.8895309377162186, 'base_momentum': 0.8496194604690405, 'max_momentum': 0.949518896674867, 'div_factor': 24.962629569504564, 'final_div_factor': 10061.837479286165}
Создаю базовые генотипы — 79/90
Data: {'batch_size': 128.41690216058063, 'history_days': 50.32472554656911, 'ticker_on': 0.8930732073781483, 'day_of_year_on': 0.65022425458228, 'day_of_period_on': -0.31674073640768585, 'prices_on': 0.1748030061230007, 'dividends_on': 0.10012911207703423, 'turnover_on': 0.1002458560102395, 'average_turnover_on':0.7311682872672725, 'rvi_on': -0.5376641176782462, 'mcftrr_on': -0.6082819920489897, 'imoex_on': -0.16304610810843978, 'ticker_type_on': -0.9123734013996644, 'usd_on': -0.788934463327246, 'open_on': -0.8785959662161724}
Model: {'start_bn': 0.24364781472413166, 'kernels': 2.8338870901642386, 'sub_blocks': 1.1792757098533584, 'gate_channels': 4.120189124746542, 'residual_channels': 4.118466836015414, 'skip_channels': 4.60325383621759, 'end_channels': 4.411649147368669}
Optimizer: {'betas': 0.9990031228311163, 'eps': 9.997180244746525e-09, 'weight_decay': 0.010075469883384546}
Scheduler: {'max_lr': 0.0021034725143119076, 'epochs': 0.9999353974068614, 'pct_start': 0.3003208801364089, 'anneal_strategy': 0.44621881582008094, 'base_momentum': 0.8498999329755912, 'max_momentum': 0.9491620503684793, 'div_factor': 25.057454059884687, 'final_div_factor': 10090.135340919922}
Создаю базовые генотипы — 80/90
Data: {'batch_size': 128.37954171583988, 'history_days': 50.83250285737921, 'ticker_on': 0.9971984782020533, 'day_of_year_on': 0.3034913561351221, 'day_of_period_on': -0.8352165750242062, 'prices_on': 0.2260142636081569, 'dividends_on': 0.19485488171665477, 'turnover_on': 0.704850709183391, 'average_turnover_on':0.4999778696602204, 'rvi_on': -0.5875519441345274, 'mcftrr_on': -0.2967442403255133, 'imoex_on': -0.002754866770240505, 'ticker_type_on': -0.7816635320364925, 'usd_on': -0.09467618899847774, 'open_on': -0.039269247178397304}
Model: {'start_bn': 0.8762972903392073, 'kernels': 2.1601834691229915, 'sub_blocks': 1.1232262187275042, 'gate_channels': 4.152179359668583, 'residual_channels': 4.853114510172213, 'skip_channels': 4.31569948069427, 'end_channels': 4.291841764534662}
Optimizer: {'betas': 0.9989920378644855, 'eps': 1.000464713116606e-08, 'weight_decay': 0.010087582921785741}
Scheduler: {'max_lr': 0.004745662779825744, 'epochs': 0.9994014400064535, 'pct_start': 0.30071913569143705, 'anneal_strategy': 0.8672843759821395, 'base_momentum': 0.8497151282185258, 'max_momentum': 0.9499765156525173, 'div_factor': 24.917989998637886, 'final_div_factor': 10047.43310198795}
Создаю базовые генотипы — 81/90
Data: {'batch_size': 128.67242927908154, 'history_days': 50.775448233194105, 'ticker_on': 0.9024144175717774, 'day_of_year_on': 0.41649600109386675, 'day_of_period_on': -0.45867481139496213, 'prices_on': 0.1733914562667621, 'dividends_on': 0.7504051712610353, 'turnover_on': 0.13214207201512596, 'average_turnover_on': 0.4795762368433447, 'rvi_on': -0.49937076115132895, 'mcftrr_on': -0.2554352347903557, 'imoex_on': -0.10951726195243383, 'ticker_type_on': -0.8212646642150263, 'usd_on': -0.48549755695585384, 'open_on': -0.9414678613098636}
Model: {'start_bn': 0.28515208055082386, 'kernels': 2.2492746426457275, 'sub_blocks': 1.1074553306926571, 'gate_channels': 4.494484798366679, 'residual_channels': 4.3305518954891795, 'skip_channels': 4.821095174728645, 'end_channels': 4.579695064082677}
Optimizer: {'betas': 0.9990027706635041, 'eps': 9.993223566381605e-09, 'weight_decay': 0.010077085163285473}
Scheduler: {'max_lr': 0.005679072822850294, 'epochs': 1.0004715763183696, 'pct_start': 0.29945893875259, 'anneal_strategy': 0.13138947883290575, 'base_momentum': 0.8502310956963824, 'max_momentum': 0.9497124983375952, 'div_factor': 24.975645875408663, 'final_div_factor': 10049.04614719042}
Создаю базовые генотипы — 82/90
Data: {'batch_size': 128.83331472022604, 'history_days': 50.39569911566957, 'ticker_on': 0.7168165207917431, 'day_of_year_on': 0.6046050003122042, 'day_of_period_on': -0.7347816743402049, 'prices_on': 0.5063564895628365, 'dividends_on': 0.935912456678803, 'turnover_on': 0.6843090689709608, 'average_turnover_on': 0.7092035824645827, 'rvi_on': -0.8803034959975721, 'mcftrr_on': -0.3142935406899523, 'imoex_on': -0.4305353769107537, 'ticker_type_on': -0.8453189151229987, 'usd_on': -0.2727169006039831, 'open_on': -0.6318558330093851}
Model: {'start_bn': 0.28231257604460824, 'kernels': 2.8080534919417444, 'sub_blocks': 1.177136119022502, 'gate_channels': 4.673907918448455, 'residual_channels': 4.200339999541183, 'skip_channels': 4.502056605293227, 'end_channels': 4.498011170921916}
Optimizer: {'betas': 0.9990026982195227, 'eps': 9.994593780245381e-09, 'weight_decay': 0.010007704896974206}
Scheduler: {'max_lr': 0.00692738600679643, 'epochs': 1.0001225044464899, 'pct_start': 0.2993349905268637, 'anneal_strategy': 0.7348541083730193, 'base_momentum': 0.8505878182129218, 'max_momentum': 0.9504782248475178, 'div_factor': 25.074867914011147, 'final_div_factor': 10088.103388302023}
Создаю базовые генотипы — 83/90
Data: {'batch_size': 128.46162353810485, 'history_days': 50.67099909010352, 'ticker_on': 0.9446364020121909, 'day_of_year_on': 0.0418568370180924, 'day_of_period_on': -0.6018013028872208, 'prices_on': 0.31336746071398525, 'dividends_on': 0.22045048155996383, 'turnover_on': 0.7964612258412668, 'average_turnover_on': 0.7189533350788059, 'rvi_on': -0.21892203231853335, 'mcftrr_on': -0.5394777603400587, 'imoex_on': -0.5790539563801008, 'ticker_type_on': -0.31809931391906254, 'usd_on': -0.4522348366861212, 'open_on': -0.2554446391617712}
Model: {'start_bn': 0.47485989949157237, 'kernels': 2.19549023721898, 'sub_blocks': 1.1102365727270855, 'gate_channels': 4.427297053903791, 'residual_channels': 4.516872517518099, 'skip_channels': 4.5009312559623735, 'end_channels': 4.375172672760592}
Optimizer: {'betas': 0.9989967495894155, 'eps': 1.0008487300227426e-08, 'weight_decay': 0.01009961905112252}
Scheduler: {'max_lr': 0.001880239786690789, 'epochs': 1.0006342307218128, 'pct_start': 0.3008693158611955, 'anneal_strategy': 0.45394726883797565, 'base_momentum': 0.8497263007000869, 'max_momentum': 0.9497983684315044, 'div_factor': 24.946197741745742, 'final_div_factor': 10081.822416971421}
Создаю базовые генотипы — 84/90
Data: {'batch_size': 128.86638306935384, 'history_days': 50.89533908831234, 'ticker_on': 0.7580592274887589, 'day_of_year_on': 0.7254986807379908, 'day_of_period_on': -0.7902642168545355, 'prices_on': 0.19984573509687953, 'dividends_on': 0.9977400384456526, 'turnover_on': 0.32622400964904263, 'average_turnover_on': 0.324896138712889, 'rvi_on': -0.07022997929033925, 'mcftrr_on': -0.18566339898380235, 'imoex_on': -0.7744229956349442, 'ticker_type_on': -0.5333053177033564, 'usd_on': -0.6109706329997538, 'open_on': -0.35897161315923665}
Model: {'start_bn': 0.17819051320225243, 'kernels': 2.724303896710098, 'sub_blocks': 1.1952873867873903, 'gate_channels': 4.386073139593297, 'residual_channels': 4.1766027821255305, 'skip_channels': 4.293153278845199, 'end_channels': 4.499795694838972}
Optimizer: {'betas': 0.9990036754627878, 'eps': 9.9984129146518e-09, 'weight_decay': 0.009995095301420271}
Scheduler: {'max_lr': 0.0061002448109393126, 'epochs': 1.0006542623367205, 'pct_start': 0.30010205441699395, 'anneal_strategy': 0.16735475430685054, 'base_momentum': 0.8506038927017037, 'max_momentum': 0.9504096531261974, 'div_factor': 25.029736361111844, 'final_div_factor': 10088.548289451863}
Создаю базовые генотипы — 85/90
Data: {'batch_size': 128.1322435817704, 'history_days': 50.44543683924262, 'ticker_on': 0.18886418268381544, 'day_of_year_on': 0.3469083825098327, 'day_of_period_on': -0.13579729488436942, 'prices_on': 0.2769445118774373, 'dividends_on': 0.013782972914849756, 'turnover_on': 0.9277738468443991, 'average_turnover_on': 0.5127550947802909, 'rvi_on': -0.39196566046909653, 'mcftrr_on': -0.36005141937435714, 'imoex_on': -0.5150975025395088, 'ticker_type_on': -0.4686326317317505, 'usd_on': -0.6999855996751249, 'open_on': -0.7506772238734758}
Model: {'start_bn': 0.8281624959076177, 'kernels': 2.497183944103301, 'sub_blocks': 1.1922883320240132, 'gate_channels': 4.330706806658972, 'residual_channels': 4.676950978357357, 'skip_channels': 4.3742077172310605, 'end_channels': 4.470663482438453}
Optimizer: {'betas': 0.9990005077444308, 'eps': 9.994843997213173e-09, 'weight_decay': 0.01006608331581276}
Scheduler: {'max_lr': 0.005701001624858115, 'epochs': 0.9991139276676283, 'pct_start': 0.300900116471391, 'anneal_strategy': 0.7382308468986744, 'base_momentum': 0.8507433227845389, 'max_momentum': 0.9506554721830239, 'div_factor': 25.051942341213913, 'final_div_factor': 10015.871467753403}
Создаю базовые генотипы — 86/90
Data: {'batch_size': 128.7371127103417, 'history_days': 50.850867164846264, 'ticker_on': 0.983435284066864, 'day_of_year_on': 0.30844137862705123, 'day_of_period_on': -0.9523436817623725, 'prices_on': 0.7912275071562292, 'dividends_on': 0.11969112979840979, 'turnover_on': 0.2638422388810443, 'average_turnover_on': 0.9067473267939158, 'rvi_on': -0.3159606110408931, 'mcftrr_on': -0.33566136667026913, 'imoex_on': -0.9175572121316574, 'ticker_type_on': -0.2711103730978873, 'usd_on': -0.5626847316872333, 'open_on': -0.5859936465797755}
Model: {'start_bn': 0.3614894014386806, 'kernels': 2.734787138046308, 'sub_blocks': 1.152365540675867, 'gate_channels': 4.488144415976769, 'residual_channels': 4.490276959014793, 'skip_channels': 4.146536785541391, 'end_channels': 4.384776469628494}
Optimizer: {'betas': 0.9989931304248549, 'eps': 1.0001763510310968e-08, 'weight_decay': 0.010073435937119847}
Scheduler: {'max_lr': 0.003942953425927912, 'epochs': 1.000436874155086, 'pct_start': 0.30057524345679704, 'anneal_strategy': 0.07737263449980158, 'base_momentum': 0.8496993827099458, 'max_momentum': 0.9497509484746932, 'div_factor': 25.029251354201133, 'final_div_factor': 10094.279558891045}
Создаю базовые генотипы — 87/90
Data: {'batch_size': 128.52798454367422, 'history_days': 50.481316052108, 'ticker_on': 0.9373481656560613, 'day_of_year_on': 0.10453373177852976, 'day_of_period_on': -0.2693809051986067, 'prices_on': 0.22134151061720664, 'dividends_on': 0.004748383964990444, 'turnover_on': 0.1769120492801356, 'average_turnover_on': 0.18825999782659142, 'rvi_on': -0.509489417080321, 'mcftrr_on': -0.723776036181997, 'imoex_on': -0.581332738516426, 'ticker_type_on': -0.09314634431025992, 'usd_on': -0.08759062528175332, 'open_on': -0.23653258317675085}
Model: {'start_bn': 0.2747069080479657, 'kernels': 2.391171241148598, 'sub_blocks': 1.1645618141707796, 'gate_channels': 4.771725416445184, 'residual_channels': 4.819960413102758, 'skip_channels': 4.526351750511292, 'end_channels': 4.1165779279679455}
Optimizer: {'betas': 0.9990080809308747, 'eps': 9.997413374293822e-09, 'weight_decay': 0.01005450477555228}
Scheduler: {'max_lr': 0.006556588361967403, 'epochs': 1.0000804366242706, 'pct_start': 0.30042367056230923, 'anneal_strategy': 0.7087864820118821, 'base_momentum': 0.8506815199224522, 'max_momentum': 0.9494515103427235, 'div_factor': 24.940866455631788, 'final_div_factor': 10035.944274171292}
Создаю базовые генотипы — 88/90
Data: {'batch_size': 128.1856865801148, 'history_days': 50.72699848383622, 'ticker_on': 0.2051797922297085, 'day_of_year_on': 0.5582565443518551, 'day_of_period_on': -0.494232346803103, 'prices_on': 0.4668202110885229, 'dividends_on': 0.11343360780014955, 'turnover_on': 0.5948122303489486, 'average_turnover_on': 0.18376787918281634, 'rvi_on': -0.5035873518765092, 'mcftrr_on': -0.5145038458120378, 'imoex_on': -0.5916399618505268, 'ticker_type_on': -0.3892132579618859,'usd_on': -0.4754757637773942, 'open_on': -0.07279769140689918}
Model: {'start_bn': 0.018258698922227756, 'kernels': 2.2453950744182336, 'sub_blocks': 1.165865783402523, 'gate_channels': 4.587581396868975, 'residual_channels': 4.554530856483341, 'skip_channels': 4.497244447141569, 'end_channels': 4.824314088664641}
Optimizer: {'betas': 0.9989963751044221, 'eps': 9.998139253322517e-09, 'weight_decay': 0.01009401811102025}
Scheduler: {'max_lr': 0.00251336178795385, 'epochs': 0.9992934098112406, 'pct_start': 0.3004645405898573, 'anneal_strategy': 0.1945150283650814, 'base_momentum': 0.8492980202533618, 'max_momentum': 0.9490075979012009, 'div_factor': 25.06391077799055, 'final_div_factor': 10089.62173930401}
Создаю базовые генотипы — 89/90
Data: {'batch_size': 128.40818226270355, 'history_days': 50.823728966612826, 'ticker_on': 0.5742269995810153, 'day_of_year_on': 0.47205802438691447, 'day_of_period_on': -0.03424247493315191, 'prices_on': 0.47887693530473774, 'dividends_on': 0.21629387575424586, 'turnover_on': 0.27973839681157775, 'average_turnover_on': 0.5542426234371649, 'rvi_on': -0.529952132047199, 'mcftrr_on': -0.6589222096262896, 'imoex_on': -0.7142309519335124, 'ticker_type_on': -0.09004742377335617, 'usd_on': -0.08617818371017949, 'open_on': -0.9649906450954873}
Model: {'start_bn': 0.2263372991205227, 'kernels': 2.259706209923022, 'sub_blocks': 1.1364817218734893, 'gate_channels': 4.383211023268733, 'residual_channels': 4.497973939442742, 'skip_channels': 4.865329134856718, 'end_channels': 4.412933935505512}
Optimizer: {'betas': 0.9990067044796691, 'eps': 1.0008738711983612e-08, 'weight_decay': 0.010040405573438674}
Scheduler: {'max_lr': 0.0027177901670224166, 'epochs': 1.0008214922164902, 'pct_start': 0.2999404109612659, 'anneal_strategy': 0.40742311933235587, 'base_momentum': 0.850539373177018, 'max_momentum': 0.9497832560744427, 'div_factor': 25.000061634497513, 'final_div_factor': 10027.823897455613}
Создаю базовые генотипы — 90/90
Data: {'batch_size': 128.63638846918766, 'history_days': 50.121639108648864, 'ticker_on': 0.6905144035680308, 'day_of_year_on': 0.6569029826100579, 'day_of_period_on': -0.9006965793098105, 'prices_on': 0.18817510095901846, 'dividends_on': 0.8400412181123112, 'turnover_on': 0.7770517085754873, 'average_turnover_on': 0.9284005290404438, 'rvi_on': -0.377514365917092, 'mcftrr_on': -0.4048325677656306, 'imoex_on': -0.3734919962023444, 'ticker_type_on': -0.12419440051225739, 'usd_on': -0.26971461033783983, 'open_on': -0.48912108153825773}
Model: {'start_bn': 0.1967491110239935, 'kernels': 2.635535892349856, 'sub_blocks': 1.183690770496316, 'gate_channels': 4.235029420152501, 'residual_channels': 4.33577779984741, 'skip_channels': 4.820610577645764, 'end_channels': 4.370895532498784}
Optimizer: {'betas': 0.9990014479623783, 'eps': 9.995791017137075e-09, 'weight_decay': 0.009996221539237665}
Scheduler: {'max_lr': 0.003084571526677927, 'epochs': 1.0005812091691888, 'pct_start': 0.2993417411476699, 'anneal_strategy': 0.22147573311781488, 'base_momentum': 0.8508293582949138, 'max_momentum': 0.9491633432449488, 'div_factor': 25.02050162857143, 'final_div_factor': 10067.489782406656}
***2021-05-10: Шаг эволюции — 1***
LLH - (-, -, -)
Максимум побед - None
Фактор - 100.00%
Переоцениваю родителя:
Побед — 0
Data: {'batch_size': 128.5615329332263, 'history_days': 50.76739534326215, 'ticker_on': 0.3919518931988488, 'day_of_year_on': 0.5804040613184847, 'day_of_period_on': -0.6329104967279878, 'prices_on': 0.4299292986123956, 'dividends_on': 0.07612792646190769, 'turnover_on': 0.38327163651812557, 'average_turnover_on': 0.6927575466805186, 'rvi_on': -0.6675374797470526, 'mcftrr_on': -0.008228565918664499, 'imoex_on': -0.9587270908050969, 'ticker_type_on': -0.7943068354388858, 'usd_on': -0.2575872342484018, 'open_on': -0.5632382941869024}
Model: {'start_bn': 0.4498657429009931, 'kernels': 2.8168673296396656, 'sub_blocks': 1.1058031890792206, 'gate_channels': 4.4334910882918255, 'residual_channels': 4.411743827246602, 'skip_channels': 4.511264440303143, 'end_channels': 4.234018055509306}
Optimizer: {'betas': 0.9989957827026531, 'eps': 9.997405826566835e-09, 'weight_decay': 0.010048512528808676}
Scheduler: {'max_lr': 0.005700672535338137, 'epochs': 0.9991152705090692, 'pct_start': 0.300124236395564, 'anneal_strategy': 0.08446007875671735, 'base_momentum': 0.8505815179695391, 'max_momentum': 0.9491057752160345, 'div_factor': 24.995591581113782, 'final_div_factor': 10041.776463176107}
Количество слоев - 73
Количество параметров - 3070
Epochs - 1.00
Train size - 182159
~~> Train: 18%|█████████████████▎ | 256/1423 [00:11<00:48, 23.89it/s, -0.27954]{"t":{"$date":"2021-05-11T20:55:09.084+03:00"},"s":"I", "c":"STORAGE", "id":22430, "ctx":"WTCheckpointThread","msg":"WiredTiger message","attr":{"message":"[1620755709:84685][6363:0x7f1782951700], WT_SESSION.checkpoint: [WT_VERB_CHECKPOINT_PROGRESS] saving checkpoint snapshot min: 1112, snapshot max: 1112 snapshot count: 0, oldest timestamp: (0, 0) , meta checkpoint timestamp: (0, 0)"}}
~~> Train: 100%|████████████████████████████████████████████████████████████████████████████████████████████████| 1423/1423 [01:04<00:00, 22.17it/s, 0.43314]
Тестовых дней: 1
Тестовых примеров: 160
~~> Test: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00, 67.57it/s, 0.84191]
STD: 0.0533
LLH: 0.8419
Timer: 68
Потомок:
Побед — 0
Data: {'batch_size': 128.76576274908652, 'history_days': 50.72805455296515, 'ticker_on': 0.3188877496979336, 'day_of_year_on': 0.7374885454197795, 'day_of_period_on': -0.9041963022992929, 'prices_on': 0.3408928502887941, 'dividends_on': 0.11765982276382736, 'turnover_on': 0.9678454414048748, 'average_turnover_on': 0.6994909434334031, 'rvi_on': -0.5833078293681727, 'mcftrr_on': 0.438696906498799, 'imoex_on': -0.6546085198922514, 'ticker_type_on': -0.6087170519629719, 'usd_on': -0.506692257029208, 'open_on': -0.9249725808200501}
Model: {'start_bn': 0.4898071892594074, 'kernels': 1.823564319812327, 'sub_blocks': 1.1057010123600708, 'gate_channels': 4.250975295126141, 'residual_channels': 5.209667269980661, 'skip_channels': 4.142487135343012, 'end_channels': 4.229076648372909}
Optimizer: {'betas': 0.998994848119587, 'eps': 9.999887938564349e-09, 'weight_decay': 0.0100320810027988}
Scheduler: {'max_lr': 0.004874039433850496, 'epochs': 0.9991353372973948, 'pct_start': 0.3000466292556121, 'anneal_strategy': 0.024955644161493436, 'base_momentum': 0.8514611899451848, 'max_momentum': 0.9481549305993124, 'div_factor': 25.00563458350585, 'final_div_factor': 10057.024277398641}
Количество слоев - 73
Количество параметров - 3636
Epochs - 1.00
Train size - 182159
~~> Train: 0%| | 0/1423 [00:00<?, ?it/s, -0.59024]{"t":{"$date":"2021-05-11T20:56:09.136+03:00"},"s":"I", "c":"STORAGE", "id":22430, "ctx":"WTCheckpointThread","msg":"WiredTiger message","attr":{"message":"[1620755769:136563][6363:0x7f1782951700], WT_SESSION.checkpoint: [WT_VERB_CHECKPOINT_PROGRESS] saving checkpoint snapshot min: 1116, snapshot max: 1116 snapshot count: 0, oldest timestamp: (0, 0) , meta checkpoint timestamp: (0, 0)"}}
~~> Train: 88%|████████████████████████████████████████████████████████████████████████████████████ | 1246/1423 [01:00<00:08, 20.75it/s, 0.59541]{"t":{"$date":"2021-05-11T20:57:09.148+03:00"},"s":"I", "c":"STORAGE", "id":22430, "ctx":"WTCheckpointThread","msg":"WiredTiger message","attr":{"message":"[1620755829:148790][6363:0x7f1782951700], WT_SESSION.checkpoint: [WT_VERB_CHECKPOINT_PROGRESS] saving checkpoint snapshot min: 1117, snapshot max: 1117 snapshot count: 0, oldest timestamp: (0, 0) , meta checkpoint timestamp: (0, 0)"}}
~~> Train: 100%|████████████████████████████████████████████████████████████████████████████████████████████████| 1423/1423 [01:08<00:00, 20.91it/s, 0.62313]
Тестовых дней: 1
Тестовых примеров: 160
~~> Test: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00, 50.86it/s, 0.83308]
STD: 0.0742
LLH: 0.8331
Timer: 75
Наиболее слабый — удаляю:
Побед - 0
Data: {'batch_size': 128.77163343917354, 'history_days': 50.100674929365894, 'ticker_on': 0.4293787474287445, 'day_of_year_on': 0.2687164329288504, 'day_of_period_on': -0.8875334681360045, 'prices_on': 0.45089427682002214, 'dividends_on': 0.7360892467693293, 'turnover_on': 0.09388456112590393, 'average_turnover_on': 0.11547960438024962, 'rvi_on': -0.9051431409758485, 'mcftrr_on': -0.1961026515345019, 'imoex_on': -0.5243166116464948, 'ticker_type_on': -0.011664947401682335, 'usd_on': -0.8178408709230557, 'open_on': -0.7453181638188708}
Model: {'start_bn': 0.5261093632338056, 'kernels': 2.1197797466651997, 'sub_blocks': 1.1602807524063756, 'gate_channels': 4.472521385401056, 'residual_channels': 4.5050351323019315, 'skip_channels': 4.866658906804405, 'end_channels': 4.417300642410781}
Optimizer: {'betas': 0.9990011703872724, 'eps': 9.995680223791822e-09, 'weight_decay': 0.010066795688353695}
Scheduler: {'max_lr': 0.006962928723080579, 'epochs': 0.9999604130305528, 'pct_start': 0.3005683872763734, 'anneal_strategy': 0.045394718140185475, 'base_momentum': 0.8495026090891071, 'max_momentum': 0.9493184337084193, 'div_factor': 24.973788050394326, 'final_div_factor': 9999.355734743473}
Traceback (most recent call last):
File "/home/parsee/poptimizer/poptimizer/evolve/store.py", line 48, in __get__
return data_dict[self._name]
KeyError: 'llh'
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/home/parsee/poptimizer/./poptimizer/__main__.py", line 44, in <module>
app(prog_name="poptimizer")
File "/home/parsee/miniconda3/lib/python3.9/site-packages/typer/main.py", line 214, in __call__
return get_command(self)(*args, **kwargs)
File "/home/parsee/miniconda3/lib/python3.9/site-packages/click/core.py", line 829, in __call__
return self.main(*args, **kwargs)
File "/home/parsee/miniconda3/lib/python3.9/site-packages/click/core.py", line 782, in main
rv = self.invoke(ctx)
File "/home/parsee/miniconda3/lib/python3.9/site-packages/click/core.py", line 1259, in invoke
return _process_result(sub_ctx.command.invoke(sub_ctx))
File "/home/parsee/miniconda3/lib/python3.9/site-packages/click/core.py", line 1066, in invoke
return ctx.invoke(self.callback, **ctx.params)
File "/home/parsee/miniconda3/lib/python3.9/site-packages/click/core.py", line 610, in invoke
return callback(*args, **kwargs)
File "/home/parsee/miniconda3/lib/python3.9/site-packages/typer/main.py", line 497, in wrapper
return callback(**use_params) # type: ignore
File "/home/parsee/poptimizer/./poptimizer/__main__.py", line 19, in evolve
ev.evolve(port)
File "/home/parsee/poptimizer/poptimizer/evolve/evolve.py", line 67, in evolve
_kill_weakest(child)
File "/home/parsee/poptimizer/poptimizer/evolve/evolve.py", line 114, in _kill_weakest
print(f"LLH: {weakest.llh:.4f}")
File "/home/parsee/poptimizer/poptimizer/evolve/population.py", line 63, in llh
return self._doc.llh
File "/home/parsee/poptimizer/poptimizer/evolve/store.py", line 50, in __get__
raise AttributeError(f"'{owner.__name__}' object has no attribute {error}")
AttributeError: 'Doc' object has no attribute 'llh'
{"t":{"$date":"2021-05-11T20:57:17.198+03:00"},"s":"I", "c":"-", "id":20883, "ctx":"conn14","msg":"Interrupted operation as its client disconnected","attr":{"opId":5963}}
{"t":{"$date":"2021-05-11T20:57:17.219+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn14","msg":"Connection ended","attr":{"remote":"127.0.0.1:38894","connectionId":14,"connectionCount":9}}
{"t":{"$date":"2021-05-11T20:57:17.550+03:00"},"s":"I", "c":"-", "id":20883, "ctx":"conn1","msg":"Interrupted operation as its client disconnected","attr":{"opId":5916}}
{"t":{"$date":"2021-05-11T20:57:17.550+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn1","msg":"Connection ended","attr":{"remote":"127.0.0.1:38770","connectionId":1,"connectionCount":8}}
{"t":{"$date":"2021-05-11T20:57:17.702+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn16","msg":"Connection ended","attr":{"remote":"127.0.0.1:38898","connectionId":16,"connectionCount":7}}
{"t":{"$date":"2021-05-11T20:57:17.703+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn15","msg":"Connection ended","attr":{"remote":"127.0.0.1:38896","connectionId":15,"connectionCount":6}}
{"t":{"$date":"2021-05-11T20:57:18.168+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn13","msg":"Connection ended","attr":{"remote":"127.0.0.1:38824","connectionId":13,"connectionCount":5}}
{"t":{"$date":"2021-05-11T20:57:18.168+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn12","msg":"Connection ended","attr":{"remote":"127.0.0.1:38822","connectionId":12,"connectionCount":4}}
{"t":{"$date":"2021-05-11T20:57:18.168+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn11","msg":"Connection ended","attr":{"remote":"127.0.0.1:38810","connectionId":11,"connectionCount":3}}
{"t":{"$date":"2021-05-11T20:57:18.168+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn10","msg":"Connection ended","attr":{"remote":"127.0.0.1:38808","connectionId":10,"connectionCount":2}}
{"t":{"$date":"2021-05-11T20:57:18.169+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn3","msg":"Connection ended","attr":{"remote":"127.0.0.1:38774","connectionId":3,"connectionCount":1}}
{"t":{"$date":"2021-05-11T20:57:18.169+03:00"},"s":"I", "c":"NETWORK", "id":22944, "ctx":"conn2","msg":"Connection ended","attr":{"remote":"127.0.0.1:38772","connectionId":2,"connectionCount":0}}
$ echo $?
1
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