Package: skt-scale
scale-sdkpython library for skt scaleInstallpipinstallskt-scaleConfig set up$scalecliconfigseturlhttp://0.0.0.0:13202
Updatedconfig

$scaleclilogin
Enterpaasid:user_id
Enterpaaspassword:
loginsuccessUsagesdksource.py# -*- coding: utf-8 -*-# pylint disableimporttensorflowastftf.logging.set_verbosity(tf.logging.INFO)definput_fn():features=tf.data.Dataset.from_tensors([[1.0]]).repeat()labels=tf.data.Dataset.from_tensors(1.0).repeat()returntf.data.Dataset.zip((features,labels))defmodel_fn(features,labels,mode,params):layer=tf.layers.Dense(1)logits=layer(features)loss=tf.losses.mean_squared_error(labels=labels,predictions=tf.reshape(logits,[]))ifmode==tf.estimator.ModeKeys.TRAIN:step=tf.train.get_or_create_global_step()train_op=tf.train.AdamOptimizer().minimize(loss,step)returntf.estimator.EstimatorSpec(mode=mode,loss=loss,train_op=train_op)defmain():estimator=tf.estimator.Estimator(model_fn=model_fn)estimator.train(input_fn=input_fn,steps=1000)main()cpu_example.pyimportosimportrandomimportstringfromscaleimportClientdefmain():client=Client()random_job_name="".join(random.choice(string.ascii_letters+string.digits)for_inrange(10))image_name="scale/tensorflow:1.14-v1-py3"current_dir=os.path.dirname(os.path.realpath(__file__))source_file=os.path.join(current_dir,"source.py")client.create_job(job_name=random_job_name,image_name=image_name,source_file=source_file)if__name__=="__main__":main()gpu_example.pyimportosimportrandomimportstringfromscaleimportClientdefmain():client=Client(host="http://0.0.0.0:13202",user_id="user",token="secret_token")random_job_name="".join(random.choice(string.ascii_letters+string.digits)for_inrange(10))image_name="scale/tensorflow:1.14-v1-py3"current_dir=os.path.dirname(os.path.realpath(__file__))source_file=os.path.join(current_dir,"source.py")gpu_type="Tesla_P100-PCIE-16GB"client.create_job(job_name=random_job_name,image_name=image_name,source_file=source_file,gpu_type=gpu_type,cpu=1,mem=2,gpu=1,)if__name__=="__main__":main()result$pythontest.py
jobid:78305d8f-06bd-495b-91fc-0f429a9f0daewaitforcontainertostart[SYSTEM]Trainstart.[2020-03-0507:32:05:1]WARNING:Loggingbeforeflagparsinggoestostderr.[2020-03-0507:32:05:2]W030507:32:00.048396139884626732864deprecation_wrapper.py:119]Fromapp.py:7:Thenametf.logging.set_verbosityisdeprecated.Pleaseusetf.compat.v1.logging.set_verbosityinstead.[2020-03-0507:32:05:3][2020-03-0507:32:05:4]W030507:32:00.048584139884626732864deprecation_wrapper.py:119]Fromapp.py:7:Thenametf.logging.INFOisdeprecated.Pleaseusetf.compat.v1.logging.INFOinstead.[2020-03-0507:32:05:5][2020-03-0507:32:05:6]I030507:32:00.048879139884626732864estimator.py:1790]Usingdefaultconfig.[2020-03-0507:32:05:7]W030507:32:00.049320139884626732864estimator.py:1811]Usingtemporaryfolderasmodeldirectory:/tmp/tmpoliwaf9g[2020-03-0507:32:05:8]I030507:32:00.049926139884626732864estimator.py:209]Usingconfig:{'_model_dir':'/tmp/tmpoliwaf9g','_tf_random_seed':None,'_save_summary_steps':100,'_save_checkpoints_steps':None,'_save_checkpoints_secs':600,'_session_config':allow_soft_placement:true[2020-03-0507:32:05:9]graph_options{[2020-03-0507:32:05:10]rewrite_options{[2020-03-0507:32:05:11]meta_optimizer_iterations:ONE[2020-03-0507:32:05:12]}[2020-03-0507:32:05:13]}[2020-03-0507:32:05:14],'_keep_checkpoint_max':5,'_keep_checkpoint_every_n_hours':10000,'_log_step_count_steps':100,'_train_distribute':None,'_device_fn':None,'_protocol':None,'_eval_distribute':None,'_experimental_distribute':None,'_experimental_max_worker_delay_secs':None,'_service':None,'_cluster_spec':<tensorflow.python.training.server_lib.ClusterSpecobjectat0x7f3947dc7cc0>,'_task_type':'worker','_task_id':0,'_global_id_in_cluster':0,'_master':'','_evaluation_master':'','_is_chief':True,'_num_ps_replicas':0,'_num_worker_replicas':1}[2020-03-0507:32:05:15]W030507:32:00.050079139884626732864model_fn.py:630]Estimator'smodel_fn(<functionmodel_fnat0x7f3947e21d90>)includesparamsargument,butparamsarenotpassedtoEstimator.[2020-03-0507:32:05:16]W030507:32:00.068118139884626732864deprecation.py:323]From/usr/local/lib/python3.6/dist-packages/tensorflow/python/training/training_util.py:236:Variable.initialized_value(fromtensorflow.python.ops.variables)isdeprecatedandwillberemovedinafutureversion.[2020-03-0507:32:05:17]Instructionsforupdating:[2020-03-0507:32:05:18]UseVariable.read_value.Variablesin2.Xareinitializedautomaticallybothineagerandgraph(insidetf.defun)contexts.[2020-03-0507:32:05:19]I030507:32:00.129392139884626732864estimator.py:1145]Callingmodel_fn.[2020-03-0507:32:05:20]W030507:32:00.129571139884626732864deprecation_wrapper.py:119]Fromapp.py:17:Thenametf.layers.Denseisdeprecated.Pleaseusetf.compat.v1.layers.Denseinstead.[2020-03-0507:32:05:21][2020-03-0507:32:05:22]W030507:32:00.131662139884626732864deprecation.py:506]From/usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/init_ops.py:1251:callingVarianceScaling.__init__(fromtensorflow.python.ops.init_ops)withdtypeisdeprecatedandwillberemovedinafutureversion.[2020-03-0507:32:05:23]Instructionsforupdating:[2020-03-0507:32:05:24]Callinitializerinstancewiththedtypeargumentinsteadofpassingittotheconstructor[2020-03-0507:32:05:25]W030507:32:00.662171139884626732864deprecation_wrapper.py:119]Fromapp.py:19:Thenametf.losses.mean_squared_errorisdeprecated.Pleaseusetf.compat.v1.losses.mean_squared_errorinstead.[2020-03-0507:32:05:26][2020-03-0507:32:05:27]W030507:32:00.675267139884626732864deprecation.py:323]From/usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/losses/losses_impl.py:121:add_dispatch_support.<locals>.wrapper(fromtensorflow.python.ops.array_ops)isdeprecatedandwillberemovedinafutureversion.[2020-03-0507:32:05:28]Instructionsforupdating:[2020-03-0507:32:05:29]Usetf.wherein2.0,whichhasthesamebroadcastruleasnp.where[2020-03-0507:32:05:30]W030507:32:00.679626139884626732864deprecation_wrapper.py:119]Fromapp.py:23:Thenametf.train.get_or_create_global_stepisdeprecated.Pleaseusetf.compat.v1.train.get_or_create_global_stepinstead.[2020-03-0507:32:05:31][2020-03-0507:32:05:32]W030507:32:00.679796139884626732864deprecation_wrapper.py:119]Fromapp.py:24:Thenametf.train.AdamOptimizerisdeprecated.Pleaseusetf.compat.v1.train.AdamOptimizerinstead.[2020-03-0507:32:05:33][2020-03-0507:32:05:34]I030507:32:00.886904139884626732864estimator.py:1147]Donecallingmodel_fn.[2020-03-0507:32:05:35]I030507:32:00.888659139884626732864basic_session_run_hooks.py:541]CreateCheckpointSaverHook.[2020-03-0507:32:05:36]I030507:32:01.269991139884626732864monitored_session.py:240]Graphwasfinalized.[2020-03-0507:32:05:37]2020-03-0507:32:01.270457:Itensorflow/core/platform/cpu_feature_guard.cc:142]YourCPUsupportsinstructionsthatthisTensorFlowbinarywasnotcompiledtouse:AVX2FMA[2020-03-0507:32:05:38]2020-03-0507:32:01.286304:Itensorflow/stream_executor/platform/default/dso_loader.cc:42]Successfullyopeneddynamiclibrarylibcuda.so.1[2020-03-0507:32:05:39]2020-03-0507:32:01.290929:Etensorflow/stream_executor/cuda/cuda_driver.cc:318]failedcalltocuInit:CUDA_ERROR_NO_DEVICE:noCUDA-capabledeviceisdetected[2020-03-0507:32:05:40]2020-03-0507:32:01.290978:Itensorflow/stream_executor/cuda/cuda_diagnostics.cc:163]noNVIDIAGPUdeviceispresent:/dev/nvidia0doesnotexist[2020-03-0507:32:05:41]2020-03-0507:32:01.348206:Itensorflow/core/platform/profile_utils/cpu_utils.cc:94]CPUFrequency:2599925000Hz[2020-03-0507:32:05:42]2020-03-0507:32:01.353221:Itensorflow/compiler/xla/service/service.cc:168]XLAservice0x227ec10executingcomputationsonplatformHost.Devices:[2020-03-0507:32:05:43]2020-03-0507:32:01.353270:Itensorflow/compiler/xla/service/service.cc:175]StreamExecutordevice(0):<undefined>,<undefined>[2020-03-0507:32:05:44]2020-03-0507:32:01.448839:Wtensorflow/compiler/jit/mark_for_compilation_pass.cc:1412](One-timewarning):NotusingXLA:CPUforclusterbecauseenvvarTF_XLA_FLAGS=--tf_xla_cpu_global_jitwasnotset.IfyouwantXLA:CPU,eithersetthatenvvar,oruseexperimental_jit_scopetoenableXLA:CPU.ToconfirmthatXLAisactive,pass--vmodule=xla_compilation_cache=1(asapropercommand-lineflag,notviaTF_XLA_FLAGS)orsettheenvvarXLA_FLAGS=--xla_hlo_profile.[2020-03-0507:32:05:45]I030507:32:01.471862139884626732864session_manager.py:500]Runninglocal_init_op.[2020-03-0507:32:05:46]I030507:32:01.475904139884626732864session_manager.py:502]Donerunninglocal_init_op.[2020-03-0507:32:05:47]I030507:32:01.870096139884626732864basic_session_run_hooks.py:606]Savingcheckpointsfor0into/tmp/tmpoliwaf9g/model.ckpt.[2020-03-0507:32:05:48]I030507:32:02.093250139884626732864basic_session_run_hooks.py:262]loss=0.000752323,step=1[2020-03-0507:32:05:49]I030507:32:02.268341139884626732864basic_session_run_hooks.py:692]global_step/sec:569.372[2020-03-0507:32:05:50]I030507:32:02.269199139884626732864basic_session_run_hooks.py:260]loss=2.3888447e-11,step=101(0.176sec)[2020-03-0507:32:05:51]I030507:32:02.458733139884626732864basic_session_run_hooks.py:692]global_step/sec:524.98[2020-03-0507:32:05:52]I030507:32:02.459607139884626732864basic_session_run_hooks.py:260]loss=2.877698e-13,step=201(0.190sec)[2020-03-0507:32:05:53]I030507:32:02.648005139884626732864basic_session_run_hooks.py:692]global_step/sec:529.569[2020-03-0507:32:05:54]I030507:32:02.649275139884626732864basic_session_run_hooks.py:260]loss=0.0,step=301(0.190sec)[2020-03-0507:32:05:55]I030507:32:02.774062139884626732864basic_session_run_hooks.py:692]global_step/sec:791.023[2020-03-0507:32:05:56]I030507:32:02.774733139884626732864basic_session_run_hooks.py:260]loss=0.0,step=401(0.125sec)[2020-03-0507:32:05:57]I030507:32:02.866282139884626732864basic_session_run_hooks.py:692]global_step/sec:1082.71[2020-03-0507:32:05:58]I030507:32:02.866768139884626732864basic_session_run_hooks.py:260]loss=0.0,step=501(0.092sec)[2020-03-0507:32:05:59]I030507:32:02.965521139884626732864basic_session_run_hooks.py:692]global_step/sec:1008.81[2020-03-0507:32:05:60]I030507:32:02.966336139884626732864basic_session_run_hooks.py:260]loss=0.0,step=601(0.100sec)[2020-03-0507:32:05:61]I030507:32:03.069179139884626732864basic_session_run_hooks.py:692]global_step/sec:963.884[2020-03-0507:32:05:62]I030507:32:03.069773139884626732864basic_session_run_hooks.py:260]loss=0.0,step=701(0.103sec)[2020-03-0507:32:05:63]I030507:32:03.154792139884626732864basic_session_run_hooks.py:692]global_step/sec:1168.15[2020-03-0507:32:05:64]I030507:32:03.155704139884626732864basic_session_run_hooks.py:260]loss=0.0,step=801(0.086sec)[2020-03-0507:32:05:65]I030507:32:03.266279139884626732864basic_session_run_hooks.py:692]global_step/sec:897.621[2020-03-0507:32:05:66]I030507:32:03.267081139884626732864basic_session_run_hooks.py:260]loss=0.0,step=901(0.111sec)[2020-03-0507:32:05:67]I030507:32:03.354782139884626732864basic_session_run_hooks.py:606]Savingcheckpointsfor1000into/tmp/tmpoliwaf9g/model.ckpt.[2020-03-0507:32:05:68]I030507:32:03.395870139884626732864estimator.py:368]Lossforfinalstep:0.0.[SYSTEM]Traincompleted.cliscaleclicreate_job\--job_name=$RANDOM\--image_name=scale/tensorflow:1.14-v1-py3\--source_file=./sample.py\--gpu_type=Tesla_P100-PCIE-16GB\--mem=2\--gpu=1\--cpu=1jobid:43f7854d-fb58-42c3-b544-9c624a5ffdd9waitforcontainertostart
SYSTEM]Trainstart.[2020-03-0507:27:13:1]WARNING:Loggingbeforeflagparsinggoestostderr.[2020-03-0507:27:13:2]W030507:27:06.527273139771468314432deprecation_wrapper.py:119]Fromapp.py:7:Thenametf.logging.set_verbosityisdeprecated.Pleaseusetf.compat.v1.logging.set_verbosityinstead.[2020-03-0507:27:13:3][2020-03-0507:27:13:4]W030507:27:06.527491139771468314432deprecation_wrapper.py:119]Fromapp.py:7:Thenametf.logging.INFOisdeprecated.Pleaseusetf.compat.v1.logging.INFOinstead.[2020-03-0507:27:13:5][2020-03-0507:27:13:6]I030507:27:06.527805139771468314432estimator.py:1790]Usingdefaultconfig.[2020-03-0507:27:13:7]W030507:27:06.528320139771468314432estimator.py:1811]Usingtemporaryfolderasmodeldirectory:/tmp/tmpkaaysn7y[2020-03-0507:27:13:8]I030507:27:06.528981139771468314432estimator.py:209]Usingconfig:{'_model_dir':'/tmp/tmpkaaysn7y','_tf_random_seed':None,'_save_summary_steps':100,'_save_checkpoints_steps':None,'_save_checkpoints_secs':600,'_session_config':allow_soft_placement:true[2020-03-0507:27:13:9]graph_options{[2020-03-0507:27:13:10]rewrite_options{[2020-03-0507:27:13:11]meta_optimizer_iterations:ONE[2020-03-0507:27:13:12]}[2020-03-0507:27:13:13]}[2020-03-0507:27:13:14],'_keep_checkpoint_max':5,'_keep_checkpoint_every_n_hours':10000,'_log_step_count_steps':100,'_train_distribute':None,'_device_fn':None,'_protocol':None,'_eval_distribute':None,'_experimental_distribute':None,'_experimental_max_worker_delay_secs':None,'_service':None,'_cluster_spec':<tensorflow.python.training.server_lib.ClusterSpecobjectat0x7f1f0328db00>,'_task_type':'worker','_task_id':0,'_global_id_in_cluster':0,'_master':'','_evaluation_master':'','_is_chief':True,'_num_ps_replicas':0,'_num_worker_replicas':1}[2020-03-0507:27:13:15]W030507:27:06.529155139771468314432model_fn.py:630]Estimator'smodel_fn(<functionmodel_fnat0x7f1f032e4d90>)includesparamsargument,butparamsarenotpassedtoEstimator.[2020-03-0507:27:13:16]W030507:27:06.558148139771468314432deprecation.py:323]From/usr/local/lib/python3.6/dist-packages/tensorflow/python/training/training_util.py:236:Variable.initialized_value(fromtensorflow.python.ops.variables)isdeprecatedandwillberemovedinafutureversion.[2020-03-0507:27:13:17]Instructionsforupdating:[2020-03-0507:27:13:18]UseVariable.read_value.Variablesin2.Xareinitializedautomaticallybothineagerandgraph(insidetf.defun)contexts.[2020-03-0507:27:13:19]I030507:27:06.628736139771468314432estimator.py:1145]Callingmodel_fn.[2020-03-0507:27:13:20]W030507:27:06.628922139771468314432deprecation_wrapper.py:119]Fromapp.py:17:Thenametf.layers.Denseisdeprecated.Pleaseusetf.compat.v1.layers.Denseinstead.[2020-03-0507:27:13:21][2020-03-0507:27:13:22]W030507:27:06.630848139771468314432deprecation.py:506]From/usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/init_ops.py:1251:callingVarianceScaling.__init__(fromtensorflow.python.ops.init_ops)withdtypeisdeprecatedandwillberemovedinafutureversion.[2020-03-0507:27:13:23]Instructionsforupdating:[2020-03-0507:27:13:24]Callinitializerinstancewiththedtypeargumentinsteadofpassingittotheconstructor[2020-03-0507:27:13:25]W030507:27:07.550607139771468314432deprecation_wrapper.py:119]Fromapp.py:19:Thenametf.losses.mean_squared_errorisdeprecated.Pleaseusetf.compat.v1.losses.mean_squared_errorinstead.[2020-03-0507:27:13:26][2020-03-0507:27:13:27]W030507:27:07.573339139771468314432deprecation.py:323]From/usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/losses/losses_impl.py:121:add_dispatch_support.<locals>.wrapper(fromtensorflow.python.ops.array_ops)isdeprecatedandwillberemovedinafutureversion.[2020-03-0507:27:13:28]Instructionsforupdating:[2020-03-0507:27:13:29]Usetf.wherein2.0,whichhasthesamebroadcastruleasnp.where[2020-03-0507:27:13:30]W030507:27:07.580497139771468314432deprecation_wrapper.py:119]Fromapp.py:23:Thenametf.train.get_or_create_global_stepisdeprecated.Pleaseusetf.compat.v1.train.get_or_create_global_stepinstead.[2020-03-0507:27:13:31][2020-03-0507:27:13:32]W030507:27:07.580755139771468314432deprecation_wrapper.py:119]Fromapp.py:24:Thenametf.train.AdamOptimizerisdeprecated.Pleaseusetf.compat.v1.train.AdamOptimizerinstead.[2020-03-0507:27:13:33][2020-03-0507:27:13:34]I030507:27:07.863347139771468314432estimator.py:1147]Donecallingmodel_fn.[2020-03-0507:27:13:35]I030507:27:07.865198139771468314432basic_session_run_hooks.py:541]CreateCheckpointSaverHook.[2020-03-0507:27:13:36]I030507:27:08.189621139771468314432monitored_session.py:240]Graphwasfinalized.[2020-03-0507:27:13:37]2020-03-0507:27:08.190115:Itensorflow/core/platform/cpu_feature_guard.cc:142]YourCPUsupportsinstructionsthatthisTensorFlowbinarywasnotcompiledtouse:AVX2FMA[2020-03-0507:27:13:38]2020-03-0507:27:08.258076:Itensorflow/stream_executor/platform/default/dso_loader.cc:42]Successfullyopeneddynamiclibrarylibcuda.so.1[2020-03-0507:27:13:39]2020-03-0507:27:08.554655:Itensorflow/compiler/xla/service/service.cc:168]XLAservice0x3a1f340executingcomputationsonplatformCUDA.Devices:[2020-03-0507:27:13:40]2020-03-0507:27:08.5547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