diff --git a/rllib/agents/a3c/a3c.py b/rllib/agents/a3c/a3c.py index 19c6e589f..88e91bf82 100644 --- a/rllib/agents/a3c/a3c.py +++ b/rllib/agents/a3c/a3c.py @@ -53,7 +53,7 @@ def get_policy_class(config): def validate_config(config): if config["entropy_coeff"] < 0: - raise DeprecationWarning("entropy_coeff must be >= 0") + raise DeprecationWarning("`entropy_coeff` must be >= 0") if config["sample_async"] and config["framework"] == "torch": config["sample_async"] = False logger.warning("`sample_async=True` is not supported for PyTorch! " diff --git a/rllib/agents/a3c/tests/test_a3c.py b/rllib/agents/a3c/tests/test_a3c.py index 214d49a1a..8c8c621d2 100644 --- a/rllib/agents/a3c/tests/test_a3c.py +++ b/rllib/agents/a3c/tests/test_a3c.py @@ -27,6 +27,7 @@ class TestA3C(unittest.TestCase): for fw in framework_iterator(config): config["sample_async"] = fw == "tf" for env in ["CartPole-v0", "Pendulum-v0", "PongDeterministic-v0"]: + print("env={}".format(env)) trainer = a3c.A3CTrainer(config=config, env=env) for i in range(num_iterations): results = trainer.train() diff --git a/rllib/env/unity3d_env.py b/rllib/env/unity3d_env.py index 4153a7b52..f437de008 100644 --- a/rllib/env/unity3d_env.py +++ b/rllib/env/unity3d_env.py @@ -1,7 +1,8 @@ from gym.spaces import Box, MultiDiscrete, Tuple as TupleSpace import logging import numpy as np -from typing import Callable, Tuple +import time +from typing import Callable, Optional, Tuple from ray.rllib.env.multi_agent_env import MultiAgentEnv from ray.rllib.utils.annotations import override @@ -25,13 +26,14 @@ class Unity3DEnv(MultiAgentEnv): inside an RLlib PolicyClient for cloud/distributed training of Unity games. """ + _BASE_PORT = 5004 + def __init__(self, file_name: str = None, - worker_id: int = 0, - base_port: int = 5004, + port: Optional[int] = None, seed: int = 0, no_graphics: bool = False, - timeout_wait: int = 60, + timeout_wait: int = 120, episode_horizon: int = 1000): """Initializes a Unity3DEnv object. @@ -39,12 +41,7 @@ class Unity3DEnv(MultiAgentEnv): file_name (Optional[str]): Name of the Unity game binary. If None, will assume a locally running Unity3D editor to be used, instead. - worker_id (int): Number to add to `base_port`. Used when more than - one Unity3DEnv (games) are running on the same machine. This - will be determined automatically, if possible, so a value - of 0 should always suffice here. - base_port (int): Port number to connect to Unity environment. - `worker_id` increments on top of this. + port (Optional[int]): Port number to connect to Unity environment. seed (int): A random seed value to use for the Unity3D game. no_graphics (bool): Whether to run the Unity3D simulator in no-graphics mode. Default: False. @@ -69,23 +66,23 @@ class Unity3DEnv(MultiAgentEnv): import mlagents_envs from mlagents_envs.environment import UnityEnvironment - # Try connecting to the Unity3D game instance. If a port + # Try connecting to the Unity3D game instance. If a port is blocked while True: - self.worker_id = worker_id + time.sleep(2) + port_ = port or self._BASE_PORT + self._BASE_PORT += 1 try: self.unity_env = UnityEnvironment( file_name=file_name, - worker_id=worker_id, - base_port=base_port, + worker_id=0, + base_port=port_, seed=seed, no_graphics=no_graphics, timeout_wait=timeout_wait, ) - except mlagents_envs.exception.UnityWorkerInUseException as e: - worker_id += 1 - # Hard limit. - if worker_id > 100: - raise e + print("Created UnityEnvironment for port {}".format(port_)) + except mlagents_envs.exception.UnityWorkerInUseException: + pass else: break @@ -203,6 +200,13 @@ class Unity3DEnv(MultiAgentEnv): "3DBall": Box(float("-inf"), float("inf"), (8, )), # 3DBallHard. "3DBallHard": Box(float("-inf"), float("inf"), (45, )), + # Pyramids. + "Pyramids": TupleSpace([ + Box(float("-inf"), float("inf"), (56, )), + Box(float("-inf"), float("inf"), (56, )), + Box(float("-inf"), float("inf"), (56, )), + Box(float("-inf"), float("inf"), (4, )), + ]), # SoccerStrikersVsGoalie. "Goalie": Box(float("-inf"), float("inf"), (738, )), "Striker": TupleSpace([ @@ -223,6 +227,8 @@ class Unity3DEnv(MultiAgentEnv): # 3DBallHard. "3DBallHard": Box( float("-inf"), float("inf"), (2, ), dtype=np.float32), + # Pyramids. + "Pyramids": MultiDiscrete([5]), # SoccerStrikersVsGoalie. "Goalie": MultiDiscrete([3, 3, 3]), "Striker": MultiDiscrete([3, 3, 3]), diff --git a/rllib/evaluation/sampler.py b/rllib/evaluation/sampler.py index 892aecfc4..be957e1fe 100644 --- a/rllib/evaluation/sampler.py +++ b/rllib/evaluation/sampler.py @@ -986,17 +986,18 @@ def _process_observations_w_trajectory_view_api( logger.warning( "More than {} observations for {} env steps ".format( _sample_collector.total_env_steps(), - _sample_collector.count) + "are buffered in " - "the sampler. If this is more than you expected, check that " - "that you set a horizon on your environment correctly and that" - " it terminates at some point. " + _sample_collector.count) + + "are buffered in the sampler. If this is more than you " + "expected, check that that you set a horizon on your " + "environment correctly and that it terminates at some point. " "Note: In multi-agent environments, `rollout_fragment_length` " - "sets the batch size based on environment steps, not the " - "steps of " - "individual agents, which can result in unexpectedly large " - "batches. Also, you may be in evaluation waiting for your Env " - "to terminate (batch_mode=`complete_episodes`). Make sure it " - "does at some point.") + "sets the batch size based on (across-agents) environment " + "steps, not the steps of individual agents, which can result " + "in unexpectedly large batches." + + ("Also, you may be in evaluation waiting for your Env to " + "terminate (batch_mode=`complete_episodes`). Make sure it " + "does at some point." + if not multiple_episodes_in_batch else "")) # Check episode termination conditions. if dones[env_id]["__all__"] or episode.length >= horizon: diff --git a/rllib/examples/TEST_unity_curiosity/LinuxPlayer_s.debug b/rllib/examples/TEST_unity_curiosity/LinuxPlayer_s.debug new file mode 100644 index 000000000..a98b07d68 Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/LinuxPlayer_s.debug differ diff --git a/rllib/examples/TEST_unity_curiosity/UnityPlayer.so b/rllib/examples/TEST_unity_curiosity/UnityPlayer.so new file mode 100644 index 000000000..1de9b16d6 Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/UnityPlayer.so differ diff --git a/rllib/examples/TEST_unity_curiosity/UnityPlayer_s.debug b/rllib/examples/TEST_unity_curiosity/UnityPlayer_s.debug new file mode 100644 index 000000000..2f469588a Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/UnityPlayer_s.debug differ diff --git 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+ + + + + + + + + + + \ No newline at end of file diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/2.0/DefaultWsdlHelpGenerator.aspx b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/2.0/DefaultWsdlHelpGenerator.aspx new file mode 100644 index 000000000..f4d74bff7 --- /dev/null +++ b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/2.0/DefaultWsdlHelpGenerator.aspx @@ -0,0 +1,1901 @@ +<%-- +// +// DefaultWsdlHelpGenerator.aspx: +// +// Author: +// Lluis Sanchez Gual (lluis@ximian.com) +// +// (C) 2003 Ximian, Inc. http://www.ximian.com +// +--%> + +<%@ Import Namespace="System.Collections" %> +<%@ Import Namespace="System.Collections.Generic" %> +<%@ Import Namespace="System.IO" %> +<%@ Import Namespace="System.Xml.Serialization" %> +<%@ Import Namespace="System.Xml" %> +<%@ Import Namespace="System.Xml.Schema" %> +<%@ Import Namespace="System.Web.Services" %> +<%@ Import Namespace="System.Web.Services.Description" %> +<%@ Import Namespace="System.Web.Services.Configuration" %> +<%@ Import Namespace="System.Web.Configuration" %> +<%@ Import Namespace="System" %> +<%@ Import Namespace="System.Net" %> +<%@ Import Namespace="System.Globalization" %> +<%@ Import Namespace="System.Resources" %> +<%@ Import Namespace="System.Diagnostics" %> +<%@ Import Namespace="System.CodeDom" %> +<%@ Import Namespace="System.CodeDom.Compiler" %> +<%@ Import Namespace="Microsoft.CSharp" %> +<%@ Import Namespace="Microsoft.VisualBasic" %> +<%@ Import Namespace="System.Text" %> +<%@ Import Namespace="System.Text.RegularExpressions" %> +<%@ Import Namespace="System.Security.Cryptography.X509Certificates" %> +<%@ Assembly name="System.Web.Services" %> +<%@ Page debug="true" %> + + + + + + <% + Response.Write (""); + %> + <%=WebServiceName%> Web Service + + + + + + + +
+Web Service
+<%=WebServiceName%> +
+ + + + + + + + +
+
+Overview
+
+Service Description +
+Client proxy +

+ + + <%#FormatBindingName(DataBinder.Eval(Container.DataItem, "Name").ToString())%> + + + op=<%#GetOpName(Container.DataItem)%>&bnd=<%#DataBinder.Eval(Container.DataItem, "Binding.Name")%>"><%#GetOpName(Container.DataItem)%> +
+ + +
+ + + +		 + +<% if (CurrentPage == "main") {%> + + + +

Web Service Overview

+ <%=WebServiceDescription%> +

+ <% if (ProfileViolations != null && ProfileViolations.Count > 0) { %> +

Basic Profile Conformance

+ This web service does not conform to WS-I Basic Profile v1.1 + <% + Response.Write ("
    "); + foreach (BasicProfileViolation vio in ProfileViolations) { + Response.Write ("
  • " + vio.NormativeStatement + ": " + vio.Details); + Response.Write ("
      "); + foreach (string ele in vio.Elements) + Response.Write ("
    • " + ele + "
      • "); + Response.Write ("
    "); + Response.Write ("
    • "); + } + Response.Write ("
"); + }%> + +<%} if (DefaultBinding == null) {%> +This service does not contain any public web method. +<%} else if (CurrentPage == "op") {%> + + + + <%=CurrentOperationName%> +

+ <% WriteTabs (); %> +


+ + <% if (CurrentTab == "main") { %> + Input Parameters +
+ <% if (InParams.Count == 0) { %> + No input parameters
+ <% } else { %> + + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%><%#DataBinder.Eval(Container.DataItem, "Type")%>
+ <% } %> +
+ + <% if (OutParams.Count > 0) { %> + Output Parameters +
+ + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%><%#DataBinder.Eval(Container.DataItem, "Type")%>
+
+ <% } %> + + Remarks +
+ <%=OperationDocumentation%> +

+ Technical information +
+ Format: <%=CurrentOperationFormat%> +
Supported protocols: <%=CurrentOperationProtocols%> + <% } %> + + + + <% if (CurrentTab == "test") { + if (CurrentOperationSupportsTest) {%> + Enter values for the parameters and click the 'Invoke' button to test this method:

+
+ + + + + + + + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%>: ">
 
+
+
"> + The web service returned the following result:

+
+
+ +
+ <% } else {%> + The test form is not available for this operation because it has parameters with a complex structure. + <% } %> + <% } %> + + + + <% if (CurrentTab == "msg") { %> + + The following are sample SOAP requests and responses for each protocol supported by this method: +

+ + <% if (IsOperationSupported ("Soap")) { %> + Soap +

+
<%=GenerateOperationMessages ("Soap", true)%>
+
+
<%=GenerateOperationMessages ("Soap", false)%>
+
+ <% } %> + <% if (IsOperationSupported ("HttpGet")) { %> + HTTP Get +

+
<%=GenerateOperationMessages ("HttpGet", true)%>
+
+
<%=GenerateOperationMessages ("HttpGet", false)%>
+
+ <% } %> + <% if (IsOperationSupported ("HttpPost")) { %> + HTTP Post +

+
<%=GenerateOperationMessages ("HttpPost", true)%>
+
+
<%=GenerateOperationMessages ("HttpPost", false)%>
+
+ <% } %> + + <% } %> +<%} else if (CurrentPage == "proxy") {%> + +
+ Select the language for which you want to generate a proxy +   + +    +
+
+ <%=CurrentProxytName%>    + Download +

+
+
<%=GetProxyCode ()%>
+
+<%} else if (CurrentPage == "wsdl") {%> + + <% if (descriptions.Count > 1 || schemas.Count > 1) {%> + The description of this web service is composed by several documents. Click on the document you want to see: + + + + <%} else {%> + <%}%> +
+ <%=CurrentDocumentName%>    + Download +

+
+
<%=GenerateDocument ()%>
+
+ +<%}%> + +














+
+ + diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/2.0/machine.config b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/2.0/machine.config new file mode 100644 index 000000000..9da7be987 --- /dev/null +++ b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/2.0/machine.config @@ -0,0 +1,283 @@ + + + + + +
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+Web Service
+<%=WebServiceName%> +
+ + + + + + + + +
+
+Overview
+
+Service Description +
+Client proxy +

+ + + <%#FormatBindingName(DataBinder.Eval(Container.DataItem, "Name").ToString())%> + + + op=<%#GetOpName(Container.DataItem)%>&bnd=<%#DataBinder.Eval(Container.DataItem, "Binding.Name")%>"><%#GetOpName(Container.DataItem)%> +
+ + +
+ + + +		 + +<% if (CurrentPage == "main") {%> + + + +

Web Service Overview

+ <%=WebServiceDescription%> +

+ <% if (ProfileViolations != null && ProfileViolations.Count > 0) { %> +

Basic Profile Conformance

+ This web service does not conform to WS-I Basic Profile v1.1 + <% + Response.Write ("
    "); + foreach (BasicProfileViolation vio in ProfileViolations) { + Response.Write ("
  • " + vio.NormativeStatement + ": " + vio.Details); + Response.Write ("
      "); + foreach (string ele in vio.Elements) + Response.Write ("
    • " + ele + "
      • "); + Response.Write ("
    "); + Response.Write ("
    • "); + } + Response.Write ("
"); + }%> + +<%} if (DefaultBinding == null) {%> +This service does not contain any public web method. +<%} else if (CurrentPage == "op") {%> + + + + <%=CurrentOperationName%> +

+ <% WriteTabs (); %> +


+ + <% if (CurrentTab == "main") { %> + Input Parameters +
+ <% if (InParams.Count == 0) { %> + No input parameters
+ <% } else { %> + + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%><%#DataBinder.Eval(Container.DataItem, "Type")%>
+ <% } %> +
+ + <% if (OutParams.Count > 0) { %> + Output Parameters +
+ + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%><%#DataBinder.Eval(Container.DataItem, "Type")%>
+
+ <% } %> + + Remarks +
+ <%=OperationDocumentation%> +

+ Technical information +
+ Format: <%=CurrentOperationFormat%> +
Supported protocols: <%=CurrentOperationProtocols%> + <% } %> + + + + <% if (CurrentTab == "test") { + if (CurrentOperationSupportsTest) {%> + Enter values for the parameters and click the 'Invoke' button to test this method:

+
+ + + + + + + + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%>: ">
 
+
+
"> + The web service returned the following result:

+
+
+ +
+ <% } else {%> + The test form is not available for this operation because it has parameters with a complex structure. + <% } %> + <% } %> + + + + <% if (CurrentTab == "msg") { %> + + The following are sample SOAP requests and responses for each protocol supported by this method: +

+ + <% if (IsOperationSupported ("Soap")) { %> + Soap +

+
<%=GenerateOperationMessages ("Soap", true)%>
+
+
<%=GenerateOperationMessages ("Soap", false)%>
+
+ <% } %> + <% if (IsOperationSupported ("HttpGet")) { %> + HTTP Get +

+
<%=GenerateOperationMessages ("HttpGet", true)%>
+
+
<%=GenerateOperationMessages ("HttpGet", false)%>
+
+ <% } %> + <% if (IsOperationSupported ("HttpPost")) { %> + HTTP Post +

+
<%=GenerateOperationMessages ("HttpPost", true)%>
+
+
<%=GenerateOperationMessages ("HttpPost", false)%>
+
+ <% } %> + + <% } %> +<%} else if (CurrentPage == "proxy") {%> + +
+ Select the language for which you want to generate a proxy +   + +    +
+
+ <%=CurrentProxytName%>    + Download +

+
+
<%=GetProxyCode ()%>
+
+<%} else if (CurrentPage == "wsdl") {%> + + <% if (descriptions.Count > 1 || schemas.Count > 1) {%> + The description of this web service is composed by several documents. Click on the document you want to see: + + + + <%} else {%> + <%}%> +
+ <%=CurrentDocumentName%>    + Download +

+
+
<%=GenerateDocument ()%>
+
+ +<%}%> + +














+
+ + diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/4.0/machine.config b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/4.0/machine.config new file mode 100644 index 000000000..12839c1f6 --- /dev/null +++ b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/4.0/machine.config @@ -0,0 +1,310 @@ + + + + + +
+
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+Web Service
+<%=WebServiceName%> +
+ + + + + + + + +
+
+Overview
+
+Service Description +
+Client proxy +

+ + + <%#FormatBindingName(DataBinder.Eval(Container.DataItem, "Name").ToString())%> + + + op=<%#GetOpName(Container.DataItem)%>&bnd=<%#DataBinder.Eval(Container.DataItem, "Binding.Name")%>"><%#GetOpName(Container.DataItem)%> +
+ + +
+ + + +		 + +<% if (CurrentPage == "main") {%> + + + +

Web Service Overview

+ <%=WebServiceDescription%> +

+ <% if (ProfileViolations != null && ProfileViolations.Count > 0) { %> +

Basic Profile Conformance

+ This web service does not conform to WS-I Basic Profile v1.1 + <% + Response.Write ("
    "); + foreach (BasicProfileViolation vio in ProfileViolations) { + Response.Write ("
  • " + vio.NormativeStatement + ": " + vio.Details); + Response.Write ("
      "); + foreach (string ele in vio.Elements) + Response.Write ("
    • " + ele + "
      • "); + Response.Write ("
    "); + Response.Write ("
    • "); + } + Response.Write ("
"); + }%> + +<%} if (DefaultBinding == null) {%> +This service does not contain any public web method. +<%} else if (CurrentPage == "op") {%> + + + + <%=CurrentOperationName%> +

+ <% WriteTabs (); %> +


+ + <% if (CurrentTab == "main") { %> + Input Parameters +
+ <% if (InParams.Count == 0) { %> + No input parameters
+ <% } else { %> + + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%><%#DataBinder.Eval(Container.DataItem, "Type")%>
+ <% } %> +
+ + <% if (OutParams.Count > 0) { %> + Output Parameters +
+ + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%><%#DataBinder.Eval(Container.DataItem, "Type")%>
+
+ <% } %> + + Remarks +
+ <%=OperationDocumentation%> +

+ Technical information +
+ Format: <%=CurrentOperationFormat%> +
Supported protocols: <%=CurrentOperationProtocols%> + <% } %> + + + + <% if (CurrentTab == "test") { + if (CurrentOperationSupportsTest) {%> + Enter values for the parameters and click the 'Invoke' button to test this method:

+
+ + + + + + + + + + + + + + + +
<%#DataBinder.Eval(Container.DataItem, "Name")%>: ">
 
+
+
"> + The web service returned the following result:

+
+
+ +
+ <% } else {%> + The test form is not available for this operation because it has parameters with a complex structure. + <% } %> + <% } %> + + + + <% if (CurrentTab == "msg") { %> + + The following are sample SOAP requests and responses for each protocol supported by this method: +

+ + <% if (IsOperationSupported ("Soap")) { %> + Soap +

+
<%=GenerateOperationMessages ("Soap", true)%>
+
+
<%=GenerateOperationMessages ("Soap", false)%>
+
+ <% } %> + <% if (IsOperationSupported ("HttpGet")) { %> + HTTP Get +

+
<%=GenerateOperationMessages ("HttpGet", true)%>
+
+
<%=GenerateOperationMessages ("HttpGet", false)%>
+
+ <% } %> + <% if (IsOperationSupported ("HttpPost")) { %> + HTTP Post +

+
<%=GenerateOperationMessages ("HttpPost", true)%>
+
+
<%=GenerateOperationMessages ("HttpPost", false)%>
+
+ <% } %> + + <% } %> +<%} else if (CurrentPage == "proxy") {%> + +
+ Select the language for which you want to generate a proxy +   + +    +
+
+ <%=CurrentProxytName%>    + Download +

+
+
<%=GetProxyCode ()%>
+
+<%} else if (CurrentPage == "wsdl") {%> + + <% if (descriptions.Count > 1 || schemas.Count > 1) {%> + The description of this web service is composed by several documents. Click on the document you want to see: + + + + <%} else {%> + <%}%> +
+ <%=CurrentDocumentName%>    + Download +

+
+
<%=GenerateDocument ()%>
+
+ +<%}%> + +














+
+ + diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/4.5/machine.config b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/4.5/machine.config new file mode 100644 index 000000000..61f788987 --- /dev/null +++ b/rllib/examples/TEST_unity_curiosity/pyramids_Data/MonoBleedingEdge/etc/mono/4.5/machine.config @@ -0,0 +1,313 @@ + + + + + +
+
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Provided courtesy of http://browsers.garykeith.com +;;; Created on Wednesday, June 17, 2009 at 6:30 AM GMT + +[GJK_Browscap_Version] +Version=4476 +Released=Wed, 17 Jun 2009 06:30:21 -0000 + +;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;; DefaultProperties + +[DefaultProperties] +Browser=DefaultProperties +Version=0 +MajorVer=0 +MinorVer=0 +Platform=unknown +Alpha=false +Beta=false +Win16=false +Win32=false +Win64=false +Frames=false +IFrames=false +Tables=false +Cookies=false +BackgroundSounds=false +CDF=false +VBScript=false +JavaApplets=false +JavaScript=false +ActiveXControls=false +isBanned=false +isMobileDevice=false +isSyndicationReader=false +Crawler=false +CssVersion=0 +supportsCSS=false +AOL=false +aolVersion=0 +ECMAScriptVersion=0.0 +W3CDOMVersion=0.0 + +;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;; Ask + +[Ask] +Parent=DefaultProperties +Browser=Ask +Frames=true +Tables=true +Crawler=true + +[Mozilla/?.0 (compatible; Ask Jeeves/Teoma*)] +Parent=Ask +Browser=Teoma + +[Mozilla/2.0 (compatible; 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+--compilation-defines=UNITY_2020_1_3 +--compilation-defines=UNITY_2020_1 +--compilation-defines=UNITY_2020 +--compilation-defines=UNITY_5_3_OR_NEWER +--compilation-defines=UNITY_5_4_OR_NEWER +--compilation-defines=UNITY_5_5_OR_NEWER +--compilation-defines=UNITY_5_6_OR_NEWER +--compilation-defines=UNITY_2017_1_OR_NEWER +--compilation-defines=UNITY_2017_2_OR_NEWER +--compilation-defines=UNITY_2017_3_OR_NEWER +--compilation-defines=UNITY_2017_4_OR_NEWER +--compilation-defines=UNITY_2018_1_OR_NEWER +--compilation-defines=UNITY_2018_2_OR_NEWER +--compilation-defines=UNITY_2018_3_OR_NEWER +--compilation-defines=UNITY_2018_4_OR_NEWER +--compilation-defines=UNITY_2019_1_OR_NEWER +--compilation-defines=UNITY_2019_2_OR_NEWER +--compilation-defines=UNITY_2019_3_OR_NEWER +--compilation-defines=UNITY_2019_4_OR_NEWER +--compilation-defines=UNITY_2020_1_OR_NEWER +--compilation-defines=PLATFORM_ARCH_64 +--compilation-defines=UNITY_64 +--compilation-defines=ENABLE_AUDIO +--compilation-defines=ENABLE_CACHING +--compilation-defines=ENABLE_CLOTH +--compilation-defines=ENABLE_MICROPHONE +--compilation-defines=ENABLE_MULTIPLE_DISPLAYS +--compilation-defines=ENABLE_PHYSICS +--compilation-defines=ENABLE_TEXTURE_STREAMING +--compilation-defines=ENABLE_UNET +--compilation-defines=ENABLE_LZMA +--compilation-defines=ENABLE_UNITYEVENTS +--compilation-defines=ENABLE_VR +--compilation-defines=ENABLE_WEBCAM +--compilation-defines=ENABLE_UNITYWEBREQUEST +--compilation-defines=ENABLE_WWW +--compilation-defines=ENABLE_CLOUD_SERVICES +--compilation-defines=ENABLE_CLOUD_SERVICES_COLLAB +--compilation-defines=ENABLE_CLOUD_SERVICES_COLLAB_SOFTLOCKS +--compilation-defines=ENABLE_CLOUD_SERVICES_ADS +--compilation-defines=ENABLE_CLOUD_SERVICES_USE_WEBREQUEST +--compilation-defines=ENABLE_CLOUD_SERVICES_CRASH_REPORTING +--compilation-defines=ENABLE_CLOUD_SERVICES_PURCHASING +--compilation-defines=ENABLE_CLOUD_SERVICES_ANALYTICS +--compilation-defines=ENABLE_CLOUD_SERVICES_UNET +--compilation-defines=ENABLE_CLOUD_SERVICES_BUILD +--compilation-defines=ENABLE_CLOUD_LICENSE +--compilation-defines=ENABLE_EDITOR_HUB_LICENSE +--compilation-defines=ENABLE_WEBSOCKET_CLIENT +--compilation-defines=ENABLE_DIRECTOR_AUDIO +--compilation-defines=ENABLE_DIRECTOR_TEXTURE +--compilation-defines=ENABLE_MANAGED_JOBS +--compilation-defines=ENABLE_MANAGED_TRANSFORM_JOBS +--compilation-defines=ENABLE_MANAGED_ANIMATION_JOBS +--compilation-defines=ENABLE_MANAGED_AUDIO_JOBS +--compilation-defines=INCLUDE_DYNAMIC_GI +--compilation-defines=ENABLE_MONO_BDWGC +--compilation-defines=ENABLE_SCRIPTING_GC_WBARRIERS +--compilation-defines=PLATFORM_SUPPORTS_MONO +--compilation-defines=RENDER_SOFTWARE_CURSOR +--compilation-defines=ENABLE_VIDEO +--compilation-defines=PLATFORM_STANDALONE +--compilation-defines=PLATFORM_STANDALONE_LINUX +--compilation-defines=UNITY_STANDALONE_LINUX +--compilation-defines=UNITY_STANDALONE +--compilation-defines=UNITY_STANDALONE_LINUX_API +--compilation-defines=ENABLE_RUNTIME_GI +--compilation-defines=ENABLE_MOVIES +--compilation-defines=ENABLE_NETWORK +--compilation-defines=ENABLE_CRUNCH_TEXTURE_COMPRESSION +--compilation-defines=ENABLE_CLUSTER_SYNC +--compilation-defines=ENABLE_CLUSTERINPUT +--compilation-defines=ENABLE_SPATIALTRACKING +--compilation-defines=ENABLE_MODULAR_UNITYENGINE_ASSEMBLIES +--compilation-defines=ENABLE_WEBSOCKET_HOST +--compilation-defines=ENABLE_MONO +--compilation-defines=NET_4_6 +--compilation-defines=ENABLE_CUSTOM_RENDER_TEXTURE +--compilation-defines=ENABLE_DIRECTOR +--compilation-defines=ENABLE_LOCALIZATION +--compilation-defines=ENABLE_SPRITES +--compilation-defines=ENABLE_TERRAIN +--compilation-defines=ENABLE_TILEMAP +--compilation-defines=ENABLE_TIMELINE +--compilation-defines=ENABLE_LEGACY_INPUT_MANAGER +--compilation-defines=PACKAGE_PHYSICS +--compilation-defines=PACKAGE_PHYSICS2D +--compilation-defines=PACKAGE_TILEMAP +--compilation-defines=PACKAGE_ANIMATION 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mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--572ebde199cf1400a6471a8e8067462e +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+Im2ColSliceJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+Im2ColSliceJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--5df3ad2aa08e1fc532144deb4da669a3 +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+MaxPool2DJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+MaxPool2DJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--81f3ad8a31997cb8b2dbf1e985258a4d +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+AvgPool2DJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+AvgPool2DJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--baadcfd9794a0b58b01796d7fc4a3eea +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+DepthwiseConv2DJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+DepthwiseConv2DJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--986d32d6e76a40fd1cf706459eca3992 +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+PReluJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+PReluJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--b500d51f54bda9a2e0be1e27964d0041 +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+ReluJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+ReluJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--6944ba7ee8069f9def5dbb149abd37c5 +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+Relu6Job, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+Relu6Job&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--e6fb95176d4a3b949203f55c6deed5fb +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+LeakyReluJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+LeakyReluJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--35dd9653351bd266cfec8d99ead39dec +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+TanhJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+TanhJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--6896f13813b763a84033877fa51653db +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+SigmoidJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+SigmoidJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--95a0f6ff7b24e7bdd39349732d58cd50 +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+EluJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+EluJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--c42b7e6c39124097ef2ca7adac62e7fb +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+SeluJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+SeluJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--c9fd8750152a6830bc6603a3e6d2ac5f +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+SwishJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+SwishJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--bb2156f51a28faaeb0eafdb602ec5efb +--method=Unity.Jobs.IJobParallelForExtensions+ParallelForJobStruct`1[[Unity.Barracuda.BurstCPUOps+AbsJob, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null]], UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null::Execute(Unity.Barracuda.BurstCPUOps+AbsJob&, Unity.Barracuda, Version=1.0.2.0, Culture=neutral, PublicKeyToken=null|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|System.IntPtr, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089|Unity.Jobs.LowLevel.Unsafe.JobRanges&, UnityEngine.CoreModule, Version=0.0.0.0, Culture=neutral, PublicKeyToken=null|System.Int32, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089)--0f43c4e3b8a6636a7a397006aca77910 + diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/Plugins/libgrpc_csharp_ext.x64.so b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Plugins/libgrpc_csharp_ext.x64.so new file mode 100644 index 000000000..9bf86dc2d Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Plugins/libgrpc_csharp_ext.x64.so differ diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/UnityPlayer.png b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/UnityPlayer.png new file mode 100644 index 000000000..05ddcf365 Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/UnityPlayer.png differ diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/unity default resources b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/unity default resources new file mode 100644 index 000000000..fc96636e4 Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/unity default resources differ diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/unity_builtin_extra b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/unity_builtin_extra new file mode 100644 index 000000000..62a19b600 Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/pyramids_Data/Resources/unity_builtin_extra differ diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/app.info b/rllib/examples/TEST_unity_curiosity/pyramids_Data/app.info new file mode 100644 index 000000000..593df13e7 --- /dev/null +++ b/rllib/examples/TEST_unity_curiosity/pyramids_Data/app.info @@ -0,0 +1,2 @@ +Unity Technologies +UnityEnvironment \ No newline at end of file diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/boot.config b/rllib/examples/TEST_unity_curiosity/pyramids_Data/boot.config new file mode 100644 index 000000000..e973672ee --- /dev/null +++ b/rllib/examples/TEST_unity_curiosity/pyramids_Data/boot.config @@ -0,0 +1,5 @@ +wait-for-native-debugger=0 +vr-enabled=0 +hdr-display-enabled=0 +gc-max-time-slice=3 +headless= diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/globalgamemanagers b/rllib/examples/TEST_unity_curiosity/pyramids_Data/globalgamemanagers new file mode 100644 index 000000000..9f866b044 Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/pyramids_Data/globalgamemanagers differ diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/globalgamemanagers.assets b/rllib/examples/TEST_unity_curiosity/pyramids_Data/globalgamemanagers.assets new file mode 100644 index 000000000..c94634ccc Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/pyramids_Data/globalgamemanagers.assets differ diff --git a/rllib/examples/TEST_unity_curiosity/pyramids_Data/level0 b/rllib/examples/TEST_unity_curiosity/pyramids_Data/level0 new file mode 100644 index 000000000..f9a0b6f49 Binary files /dev/null and b/rllib/examples/TEST_unity_curiosity/pyramids_Data/level0 differ diff --git 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b/rllib/examples/unity3d_env_local.py index 83b5bbb04..60eace4a8 100644 --- a/rllib/examples/unity3d_env_local.py +++ b/rllib/examples/unity3d_env_local.py @@ -33,12 +33,12 @@ parser.add_argument( type=str, default="3DBall", choices=[ - "3DBall", "3DBallHard", "SoccerStrikersVsGoalie", "Tennis", + "3DBall", "3DBallHard", "Pyramids", "SoccerStrikersVsGoalie", "Tennis", "VisualHallway", "Walker" ], help="The name of the Env to run in the Unity3D editor: `3DBall(Hard)?|" - "SoccerStrikersVsGoalie|Tennis|VisualHallway|Walker` (feel free to add " - "more and PR!)") + "Pyramids|SoccerStrikersVsGoalie|Tennis|VisualHallway|Walker`" + "(feel free to add more and PR!)") parser.add_argument( "--file-name", type=str, @@ -60,13 +60,13 @@ parser.add_argument("--stop-timesteps", type=int, default=10000000) parser.add_argument( "--horizon", type=int, - default=200, + default=3000, help="The max. number of `step()`s for any episode (per agent) before " "it'll be reset again automatically.") parser.add_argument("--torch", action="store_true") if __name__ == "__main__": - ray.init(local_mode=True) + ray.init() args = parser.parse_args() @@ -74,7 +74,8 @@ if __name__ == "__main__": "unity3d", lambda c: Unity3DEnv( file_name=c["file_name"], - episode_horizon=c["episode_horizon"])) + episode_horizon=c["episode_horizon"], + )) # Get policies (different agent types; "behaviors" in MLAgents) and # the mappings from individual agents to Policies. @@ -107,13 +108,28 @@ if __name__ == "__main__": "model": { "fcnet_hiddens": [512, 512], }, - "framework": "tf", + "framework": "tf" if args.env != "Pyramids" else "torch", "no_done_at_end": True, - # If no executable is provided (use Unity3D editor), do not evaluate, - # b/c the editor only allows one connection at a time. - "evaluation_interval": 10 if args.file_name else 0, - "evaluation_num_episodes": 1, } + # Switch on Curiosity based exploration for Pyramids env + # (not solvable otherwise). + if args.env == "Pyramids": + config["exploration_config"] = { + "type": "Curiosity", + "eta": 0.1, + "lr": tune.grid_search([0.0003, 0.001]), + # No actual feature net: map directly from observations to feature + # vector (linearly). + "feature_net_config": { + "fcnet_hiddens": tune.grid_search([[], [256]]), + "fcnet_activation": "relu", + }, + "sub_exploration": { + "type": "StochasticSampling", + }, + "forward_net_activation": tune.grid_search(["relu", "swish"]), + "inverse_net_activation": tune.grid_search(["relu", "swish"]), + } stop = { "training_iteration": args.stop_iters, diff --git a/rllib/models/tests/test_distributions.py b/rllib/models/tests/test_distributions.py index bbb9f4783..3c1845919 100644 --- a/rllib/models/tests/test_distributions.py +++ b/rllib/models/tests/test_distributions.py @@ -245,7 +245,7 @@ class TestDistributions(unittest.TestCase): def test_diag_gaussian(self): """Tests the DiagGaussian ActionDistribution for all frameworks.""" - input_space = Box(-2.0, 2.0, shape=(2000, 10)) + input_space = Box(-2.0, 1.0, shape=(2000, 10)) for fw, sess in framework_iterator( frameworks=("torch", "tf", "tfe"), session=True): diff --git a/rllib/rollout.py b/rllib/rollout.py index 3dae24290..29db4db78 100755 --- a/rllib/rollout.py +++ b/rllib/rollout.py @@ -4,6 +4,7 @@ import argparse import collections import copy import gym +from gym import wrappers as gym_wrappers import json import os from pathlib import Path @@ -379,7 +380,7 @@ def rollout(agent, # If monitoring has been requested, manually wrap our environment with a # gym monitor, which is set to record every episode. if video_dir: - env = gym.wrappers.Monitor( + env = gym_wrappers.Monitor( env=env, directory=video_dir, video_callable=lambda x: True, diff --git a/rllib/utils/exploration/curiosity.py b/rllib/utils/exploration/curiosity.py index 1b18b1c91..14559201b 100644 --- a/rllib/utils/exploration/curiosity.py +++ b/rllib/utils/exploration/curiosity.py @@ -1,18 +1,20 @@ -from gym.spaces import Discrete, Space +from gym.spaces import Discrete, MultiDiscrete, Space +import numpy as np from typing import Optional, Tuple, Union from ray.rllib.models.action_dist import ActionDistribution from ray.rllib.models.catalog import ModelCatalog from ray.rllib.models.modelv2 import ModelV2 from ray.rllib.models.torch.misc import SlimFC -from ray.rllib.models.torch.torch_action_dist import TorchCategorical +from ray.rllib.models.torch.torch_action_dist import TorchCategorical, \ + TorchMultiCategorical from ray.rllib.policy.sample_batch import SampleBatch from ray.rllib.utils.annotations import override from ray.rllib.utils.exploration.exploration import Exploration from ray.rllib.utils.framework import try_import_torch, TensorType from ray.rllib.utils.from_config import from_config -from ray.rllib.utils.typing import FromConfigSpec, ModelConfigDict, \ - SampleBatchType +from ray.rllib.utils.torch_ops import one_hot +from ray.rllib.utils.typing import FromConfigSpec, ModelConfigDict torch, nn = try_import_torch() F = None @@ -91,13 +93,19 @@ class Curiosity(Exploration): """ if framework != "torch": raise ValueError("Only torch is currently supported for Curiosity") - elif not isinstance(action_space, Discrete): + elif not isinstance(action_space, (Discrete, MultiDiscrete)): raise ValueError( - "Only Discrete action spaces supported for Curiosity so far.") + "Only (Multi)Discrete action spaces supported for Curiosity " + "so far!") super().__init__( action_space, model=model, framework=framework, **kwargs) + if self.policy_config["num_workers"] != 0: + raise ValueError( + "Curiosity exploration currently does not support parallelism." + " `num_workers` must be 0!") + self.feature_dim = feature_dim if feature_net_config is None: feature_net_config = self.policy_config["model"].copy() @@ -107,6 +115,9 @@ class Curiosity(Exploration): self.forward_net_hiddens = forward_net_hiddens self.forward_net_activation = forward_net_activation + self.action_dim = self.action_space.n if isinstance( + self.action_space, Discrete) else np.sum(self.action_space.nvec) + self.beta = beta self.eta = eta self.lr = lr @@ -128,11 +139,11 @@ class Curiosity(Exploration): self._curiosity_inverse_fcnet = self._create_fc_net( [2 * self.feature_dim] + list(self.inverse_net_hiddens) + - [self.action_space.n], self.inverse_net_activation) + [self.action_dim], self.inverse_net_activation) self._curiosity_forward_fcnet = self._create_fc_net( - [self.feature_dim + self.action_space.n - ] + list(forward_net_hiddens) + [self.feature_dim], + [self.feature_dim + self.action_dim] + list( + self.forward_net_hiddens) + [self.feature_dim], self.forward_net_activation) # This is only used to select the correct action @@ -175,91 +186,72 @@ class Curiosity(Exploration): self.model._curiosity_forward_fcnet = \ self._curiosity_forward_fcnet.to(self.device) - # Add the Adam for curiosity NN updating to the Policy's optimizers. - return optimizers + [ - torch.optim.Adam( - forward_params + inverse_params + feature_params, lr=self.lr) - ] + # Create, but don't add Adam for curiosity NN updating to the policy. + # If we added and returned it here, it would be used in the policy's + # update loop, which we don't want (curiosity updating happens inside + # `postprocess_trajectory`). + self._optimizer = torch.optim.Adam( + forward_params + inverse_params + feature_params, lr=self.lr) + + return optimizers @override(Exploration) def postprocess_trajectory(self, policy, sample_batch, tf_sess=None): """Calculates phi values (obs, obs', and predicted obs') and ri. - Stores calculated phi, phi' and predicted phi' as well as the intrinsic - rewards in the batch for loss processing by the policy. + Also calculates forward and inverse losses and updates the curiosity + module on the provided batch using our optimizer. """ - batch_size = sample_batch[SampleBatch.OBS].shape[0] + # Push both observations through feature net to get both phis. phis, _ = self.model._curiosity_feature_net({ SampleBatch.OBS: torch.cat([ torch.from_numpy(sample_batch[SampleBatch.OBS]), torch.from_numpy(sample_batch[SampleBatch.NEXT_OBS]) ]) }) - phi, next_phi = phis[:batch_size], phis[batch_size:] + phi, next_phi = torch.chunk(phis, 2) + actions_tensor = torch.from_numpy( + sample_batch[SampleBatch.ACTIONS]).long() + # Predict next phi with forward model. predicted_next_phi = self.model._curiosity_forward_fcnet( torch.cat( - [ - phi.detach(), - F.one_hot( - torch.from_numpy( - sample_batch[SampleBatch.ACTIONS]).long(), - num_classes=self.action_space.n).float() - ], + [phi, one_hot(actions_tensor, self.action_space).float()], dim=-1)) # Forward loss term (predicted phi', given phi and action vs actually # observed phi'). forward_l2_norm_sqared = 0.5 * torch.sum( torch.pow(predicted_next_phi - next_phi, 2.0), dim=-1) - # Scale forward loss by eta hyper-parameter. + forward_loss = torch.mean(forward_l2_norm_sqared) + + # Scale intrinsic reward by eta hyper-parameter. sample_batch[SampleBatch.REWARDS] = \ sample_batch[SampleBatch.REWARDS] + \ self.eta * forward_l2_norm_sqared.detach().cpu().numpy() - return sample_batch - @override(Exploration) - def get_exploration_loss(self, policy_loss, train_batch: SampleBatchType): - """Adds the loss for the inverse and forward models to policy_loss. - """ - batch_size = train_batch[SampleBatch.OBS].shape[0] - phis, _ = self.model._curiosity_feature_net({ - SampleBatch.OBS: torch.cat( - [ - train_batch[SampleBatch.OBS], - train_batch[SampleBatch.NEXT_OBS] - ], - dim=0) - }) - phi, next_phi = phis[:batch_size], phis[batch_size:] # Inverse loss term (prediced action that led from phi to phi' vs # actual action taken). - phi_next_phi = torch.cat([phi, next_phi], dim=-1) - dist_inputs = self.model._curiosity_inverse_fcnet(phi_next_phi) - action_dist = TorchCategorical(dist_inputs, self.model) + phi_cat_next_phi = torch.cat([phi, next_phi], dim=-1) + dist_inputs = self.model._curiosity_inverse_fcnet(phi_cat_next_phi) + action_dist = TorchCategorical(dist_inputs, self.model) if \ + isinstance(self.action_space, Discrete) else \ + TorchMultiCategorical( + dist_inputs, self.model, self.action_space.nvec) # Neg log(p); p=probability of observed action given the inverse-NN # predicted action distribution. - inverse_loss = -action_dist.logp(train_batch[SampleBatch.ACTIONS]) + inverse_loss = -action_dist.logp(actions_tensor) inverse_loss = torch.mean(inverse_loss) - # Forward loss term has already been calculated during train batch pre- - # processing (just have to weight with beta here). - predicted_next_phi = self.model._curiosity_forward_fcnet( - torch.cat( - [ - phi, - F.one_hot( - train_batch[SampleBatch.ACTIONS].long(), - num_classes=self.action_space.n).float() - ], - dim=-1)) - forward_loss = torch.mean(0.5 * torch.sum( - torch.pow(predicted_next_phi - next_phi, 2.0), dim=-1)) + # Calculate the ICM loss. + loss = (1.0 - self.beta) * inverse_loss + self.beta * forward_loss + # Perform an optimizer step. + self._optimizer.zero_grad() + loss.backward() + self._optimizer.step() - # Append our loss to the policy loss(es). - return policy_loss + [ - (1.0 - self.beta) * inverse_loss + self.beta * forward_loss - ] + # Return the postprocessed sample batch (with the corrected rewards). + return sample_batch def _create_fc_net(self, layer_dims, activation): """Given a list of layer dimensions (incl. input-dim), creates FC-net. @@ -269,9 +261,9 @@ class Curiosity(Exploration): dimension. activation (str): An activation specifier string (e.g. "relu"). - Examples: - If layer_dims is [4,8,6] we'll have a two layer net: 4->8 and 8->6. + If layer_dims is [4,8,6] we'll have a two layer net: 4->8 and 8->6, + where the second layer does not have an activation anymore. """ layers = [] for i in range(len(layer_dims) - 1): @@ -280,5 +272,6 @@ class Curiosity(Exploration): SlimFC( in_size=layer_dims[i], out_size=layer_dims[i + 1], + initializer=torch.nn.init.xavier_uniform_, activation_fn=act)) return nn.Sequential(*layers) diff --git a/rllib/utils/exploration/tests/test_curiosity.py b/rllib/utils/exploration/tests/test_curiosity.py index b050b60c8..b1b112fad 100644 --- a/rllib/utils/exploration/tests/test_curiosity.py +++ b/rllib/utils/exploration/tests/test_curiosity.py @@ -1,47 +1,63 @@ +from collections import deque import gym import gym_minigrid import numpy as np -import ray import sys import unittest +import ray +from ray import tune import ray.rllib.agents.ppo as ppo -from ray.rllib.utils.test_utils import framework_iterator +from ray.rllib.utils.test_utils import check_learning_achieved, \ + framework_iterator from ray.rllib.utils.numpy import one_hot from ray.tune import register_env class OneHotWrapper(gym.core.ObservationWrapper): - def __init__(self, env): + def __init__(self, env, vector_index, framestack): super().__init__(env) - self.observation_space = gym.spaces.Box( - # 11=objects; 6=colors; 3=states - # +4: direction - 0.0, - 1.0, - shape=(49 * (11 + 6 + 3) + 4, ), - dtype=np.float32) + self.framestack = framestack + # 49=7x7 field of vision; 11=object types; 6=colors; 3=state types. + # +4: Direction. + self.single_frame_dim = 49 * (11 + 6 + 3) + 4 self.init_x = None self.init_y = None self.x_positions = [] self.y_positions = [] + self.x_y_delta_buffer = deque(maxlen=100) + self.vector_index = vector_index + self.frame_buffer = deque(maxlen=self.framestack) + for _ in range(self.framestack): + self.frame_buffer.append(np.zeros((self.single_frame_dim, ))) + + self.observation_space = gym.spaces.Box( + 0.0, + 1.0, + shape=(self.single_frame_dim * self.framestack, ), + dtype=np.float32) def observation(self, obs): # Debug output: max-x/y positions to watch exploration progress. if self.step_count == 0: - if self.x_positions: - # max_diff = max( - # np.sqrt((np.array(self.x_positions) - self.init_x) ** 2 + ( - # np.array(self.y_positions) - self.init_y) ** 2)) - # print("After reset: max delta-x/y={}".format(max_diff)) - self.x_positions = [] - self.y_positions = [] - self.init_x = self.agent_pos[0] - self.init_y = self.agent_pos[1] + for _ in range(self.framestack): + self.frame_buffer.append(np.zeros((self.single_frame_dim, ))) + if self.vector_index == 0: + if self.x_positions: + max_diff = max( + np.sqrt((np.array(self.x_positions) - self.init_x)**2 + + (np.array(self.y_positions) - self.init_y)**2)) + self.x_y_delta_buffer.append(max_diff) + print("100-average dist travelled={}".format( + np.mean(self.x_y_delta_buffer))) + self.x_positions = [] + self.y_positions = [] + self.init_x = self.agent_pos[0] + self.init_y = self.agent_pos[1] # Are we carrying the key? - if self.carrying is not None: - print("Carrying KEY!!") + # if self.carrying is not None: + # print("Carrying KEY!!") self.x_positions.append(self.agent_pos[0]) self.y_positions.append(self.agent_pos[1]) @@ -51,24 +67,30 @@ class OneHotWrapper(gym.core.ObservationWrapper): colors = one_hot(obs[:, :, 1], depth=6) states = one_hot(obs[:, :, 2], depth=3) # Is the door we see open? - for x in range(7): - for y in range(7): - if objects[x, y, 4] == 1.0 and states[x, y, 0] == 1.0: - print("Door OPEN!!") + # for x in range(7): + # for y in range(7): + # if objects[x, y, 4] == 1.0 and states[x, y, 0] == 1.0: + # print("Door OPEN!!") all_ = np.concatenate([objects, colors, states], -1) - ret = np.reshape(all_, (-1, )) + all_flat = np.reshape(all_, (-1, )) direction = one_hot( np.array(self.agent_dir), depth=4).astype(np.float32) - return np.concatenate([ret, direction]) + single_frame = np.concatenate([all_flat, direction]) + self.frame_buffer.append(single_frame) + return np.concatenate(self.frame_buffer) def env_maker(config): name = config.get("name", "MiniGrid-Empty-5x5-v0") + framestack = config.get("framestack", 4) env = gym.make(name) # Only use image portion of observation (discard goal and direction). env = gym_minigrid.wrappers.ImgObsWrapper(env) - env = OneHotWrapper(env) + env = OneHotWrapper( + env, + config.vector_index if hasattr(config, "vector_index") else 0, + framestack=framestack) return env @@ -79,7 +101,7 @@ CONV_FILTERS = [[16, [11, 11], 3], [32, [9, 9], 3], [64, [5, 5], 3]] class TestCuriosity(unittest.TestCase): @classmethod def setUpClass(cls): - ray.init() + ray.init(num_cpus=3, local_mode=True) @classmethod def tearDownClass(cls): @@ -114,45 +136,120 @@ class TestCuriosity(unittest.TestCase): # Limit horizon to make it really hard for non-curious agent to reach # the goal state. config["horizon"] = 40 + # config["train_batch_size"] = 2048 + # config["num_sgd_iter"] = 15 config["num_workers"] = 0 # local only - config["train_batch_size"] = 512 - config["num_sgd_iter"] = 10 - num_iterations = 30 + num_iterations = 40 for _ in framework_iterator(config, frameworks="torch"): - # W/ Curiosity. + # W/ Curiosity. Expect to learn something. config["exploration_config"] = { "type": "Curiosity", + "lr": 0.0003, "feature_dim": 128, - "eta": 0.05, + "feature_net_config": { + "fcnet_hiddens": [], + "fcnet_activation": "relu", + }, "sub_exploration": { "type": "StochasticSampling", } } trainer = ppo.PPOTrainer(config=config) - rewards_w = 0.0 + learnt = False for _ in range(num_iterations): result = trainer.train() - rewards_w += result["episode_reward_mean"] print(result) - rewards_w /= num_iterations + if result["episode_reward_mean"] >= 0.001: + print("Learnt something!") + learnt = True + break trainer.stop() + self.assertTrue(learnt) - # W/o Curiosity. - config["exploration_config"] = { + # # W/o Curiosity. Expect to learn nothing. + # config["exploration_config"] = { + # "type": "StochasticSampling", + # } + # trainer = ppo.PPOTrainer(config=config) + # rewards_wo = 0.0 + # for _ in range(num_iterations): + # result = trainer.train() + # rewards_wo += result["episode_reward_mean"] + # print(result) + # trainer.stop() + + # self.assertTrue(rewards_wo == 0.0) + + def test_curiosity_on_partially_observable_domain(self): + config = ppo.DEFAULT_CONFIG.copy() + config["env"] = "mini-grid" + config["env_config"] = { + # Also works with: + # - MiniGrid-MultiRoom-N4-S5-v0 + # - MiniGrid-MultiRoom-N2-S4-v0 + "name": "MiniGrid-Empty-8x8-v0", + "framestack": 1, # seems to work even w/o framestacking + } + config["horizon"] = 15 # Make it impossible to reach goal by chance. + config["num_envs_per_worker"] = 4 + config["model"]["fcnet_hiddens"] = [256, 256] + config["model"]["fcnet_activation"] = "relu" + config["num_sgd_iter"] = 8 + config["num_workers"] = 0 + + config["exploration_config"] = { + "type": "Curiosity", + # For the feature NN, use a non-LSTM fcnet (same as the one + # in the policy model). + "eta": 0.1, + "lr": 0.0003, # 0.0003 or 0.0005 seem to work fine as well. + "feature_dim": 64, + # No actual feature net: map directly from observations to feature + # vector (linearly). + "feature_net_config": { + "fcnet_hiddens": [], + "fcnet_activation": "relu", + }, + "sub_exploration": { "type": "StochasticSampling", } - trainer = ppo.PPOTrainer(config=config) - rewards_wo = 0.0 - for _ in range(num_iterations): - result = trainer.train() - rewards_wo += result["episode_reward_mean"] - print(result) - rewards_wo /= num_iterations - trainer.stop() + } - self.assertTrue(rewards_wo == 0.0) - self.assertGreater(rewards_w, 0.1) + min_reward = 0.001 + stop = { + "training_iteration": 25, + "episode_reward_mean": min_reward, + } + for _ in framework_iterator(config, frameworks="torch"): + # To replay: + # trainer = ppo.PPOTrainer(config=config) + # trainer.restore("[checkpoint file]") + # env = env_maker(config["env_config"]) + # s = env.reset() + # for _ in range(10000): + # s, r, d, _ = env.step(trainer.compute_action(s)) + # if d: + # s = env.reset() + # env.render() + + results = tune.run("PPO", config=config, stop=stop, verbose=1) + check_learning_achieved(results, min_reward) + iters = results.trials[0].last_result["training_iteration"] + print("Reached in {} iterations.".format(iters)) + + # config_wo = config.copy() + # config_wo["exploration_config"] = {"type": "StochasticSampling"} + # stop_wo = stop.copy() + # stop_wo["training_iteration"] = iters + # results = tune.run( + # "PPO", config=config_wo, stop=stop_wo, verbose=1) + # try: + # check_learning_achieved(results, min_reward) + # except ValueError: + # print("Did not learn w/o curiosity (expected).") + # else: + # raise ValueError("Learnt w/o curiosity (not expected)!") if __name__ == "__main__": diff --git a/rllib/utils/framework.py b/rllib/utils/framework.py index d7a3b8db3..c9a1decc5 100644 --- a/rllib/utils/framework.py +++ b/rllib/utils/framework.py @@ -39,9 +39,6 @@ def try_import_tf(error=False): if "TF_CPP_MIN_LOG_LEVEL" not in os.environ: os.environ["TF_CPP_MIN_LOG_LEVEL"] = "3" - # TODO: (sven) Allow env var to force compat.v1 behavior even if tf2.x - # installed. - # Try to reuse already imported tf module. This will avoid going through # the initial import steps below and thereby switching off v2_behavior # (switching off v2 behavior twice breaks all-framework tests for eager). @@ -239,6 +236,9 @@ def get_activation_fn(name, framework="tf"): if framework == "torch": if name in ["linear", None]: return None + if name == "swish": + from ray.rllib.utils.torch_ops import Swish + return Swish _, nn = try_import_torch() if name == "relu": return nn.ReLU diff --git a/rllib/utils/torch_ops.py b/rllib/utils/torch_ops.py index 4005bcdf0..aa5c30516 100644 --- a/rllib/utils/torch_ops.py +++ b/rllib/utils/torch_ops.py @@ -1,3 +1,4 @@ +from gym.spaces import Discrete, MultiDiscrete import numpy as np import tree @@ -16,96 +17,6 @@ def atanh(x): return 0.5 * torch.log((1 + x) / (1 - x)) -def explained_variance(y, pred): - y_var = torch.var(y, dim=[0]) - diff_var = torch.var(y - pred, dim=[0]) - min_ = torch.tensor([-1.0]).to(pred.device) - return torch.max(min_, 1 - (diff_var / y_var)) - - -def global_norm(tensors): - """Returns the global L2 norm over a list of tensors. - - output = sqrt(SUM(t ** 2 for t in tensors)), - where SUM reduces over all tensors and over all elements in tensors. - - Args: - tensors (List[torch.Tensor]): The list of tensors to calculate the - global norm over. - """ - # List of single tensors' L2 norms: SQRT(SUM(xi^2)) over all xi in tensor. - single_l2s = [ - torch.pow(torch.sum(torch.pow(t, 2.0)), 0.5) for t in tensors - ] - # Compute global norm from all single tensors' L2 norms. - return torch.pow(sum(torch.pow(l2, 2.0) for l2 in single_l2s), 0.5) - - -def huber_loss(x, delta=1.0): - """Reference: https://en.wikipedia.org/wiki/Huber_loss""" - return torch.where( - torch.abs(x) < delta, - torch.pow(x, 2.0) * 0.5, delta * (torch.abs(x) - 0.5 * delta)) - - -def l2_loss(x): - """Computes half the L2 norm of a tensor without the sqrt. - - output = sum(x ** 2) / 2 - """ - return torch.sum(torch.pow(x, 2.0)) / 2.0 - - -def minimize_and_clip(optimizer, clip_val=10): - """Clips gradients found in `optimizer.param_groups` to given value. - - Ensures the norm of the gradients for each variable is clipped to - `clip_val` - """ - for param_group in optimizer.param_groups: - for p in param_group["params"]: - if p.grad is not None: - torch.nn.utils.clip_grad_norm_(p.grad, clip_val) - - -def reduce_mean_ignore_inf(x, axis): - """Same as torch.mean() but ignores -inf values.""" - mask = torch.ne(x, float("-inf")) - x_zeroed = torch.where(mask, x, torch.zeros_like(x)) - return torch.sum(x_zeroed, axis) / torch.sum(mask.float(), axis) - - -def sequence_mask(lengths, maxlen=None, dtype=None, time_major=False): - """Offers same behavior as tf.sequence_mask for torch. - - Thanks to Dimitris Papatheodorou - (https://discuss.pytorch.org/t/pytorch-equivalent-for-tf-sequence-mask/ - 39036). - """ - if maxlen is None: - maxlen = int(lengths.max()) - - mask = ~(torch.ones( - (len(lengths), maxlen)).to(lengths.device).cumsum(dim=1).t() > lengths) - if not time_major: - mask = mask.t() - mask.type(dtype or torch.bool) - - return mask - - -def softmax_cross_entropy_with_logits(logits, labels): - """Same behavior as tf.nn.softmax_cross_entropy_with_logits. - - Args: - x (TensorType): - - Returns: - - """ - return torch.sum(-labels * nn.functional.log_softmax(logits, -1), -1) - - def convert_to_non_torch_type(stats): """Converts values in `stats` to non-Tensor numpy or python types. @@ -158,3 +69,116 @@ def convert_to_torch_tensor(x, device=None): return tensor if device is None else tensor.to(device) return tree.map_structure(mapping, x) + + +def explained_variance(y, pred): + y_var = torch.var(y, dim=[0]) + diff_var = torch.var(y - pred, dim=[0]) + min_ = torch.tensor([-1.0]).to(pred.device) + return torch.max(min_, 1 - (diff_var / y_var)) + + +def global_norm(tensors): + """Returns the global L2 norm over a list of tensors. + + output = sqrt(SUM(t ** 2 for t in tensors)), + where SUM reduces over all tensors and over all elements in tensors. + + Args: + tensors (List[torch.Tensor]): The list of tensors to calculate the + global norm over. + """ + # List of single tensors' L2 norms: SQRT(SUM(xi^2)) over all xi in tensor. + single_l2s = [ + torch.pow(torch.sum(torch.pow(t, 2.0)), 0.5) for t in tensors + ] + # Compute global norm from all single tensors' L2 norms. + return torch.pow(sum(torch.pow(l2, 2.0) for l2 in single_l2s), 0.5) + + +def huber_loss(x, delta=1.0): + """Reference: https://en.wikipedia.org/wiki/Huber_loss""" + return torch.where( + torch.abs(x) < delta, + torch.pow(x, 2.0) * 0.5, delta * (torch.abs(x) - 0.5 * delta)) + + +def l2_loss(x): + """Computes half the L2 norm of a tensor without the sqrt. + + output = sum(x ** 2) / 2 + """ + return torch.sum(torch.pow(x, 2.0)) / 2.0 + + +def minimize_and_clip(optimizer, clip_val=10): + """Clips gradients found in `optimizer.param_groups` to given value. + + Ensures the norm of the gradients for each variable is clipped to + `clip_val` + """ + for param_group in optimizer.param_groups: + for p in param_group["params"]: + if p.grad is not None: + torch.nn.utils.clip_grad_norm_(p.grad, clip_val) + + +def one_hot(x, space): + if isinstance(space, Discrete): + return nn.functional.one_hot(x, space.n) + elif isinstance(space, MultiDiscrete): + return torch.cat( + [ + nn.functional.one_hot(x[:, i], n) + for i, n in enumerate(space.nvec) + ], + dim=-1) + else: + raise ValueError("Unsupported space for `one_hot`: {}".format(space)) + + +def reduce_mean_ignore_inf(x, axis): + """Same as torch.mean() but ignores -inf values.""" + mask = torch.ne(x, float("-inf")) + x_zeroed = torch.where(mask, x, torch.zeros_like(x)) + return torch.sum(x_zeroed, axis) / torch.sum(mask.float(), axis) + + +def sequence_mask(lengths, maxlen=None, dtype=None, time_major=False): + """Offers same behavior as tf.sequence_mask for torch. + + Thanks to Dimitris Papatheodorou + (https://discuss.pytorch.org/t/pytorch-equivalent-for-tf-sequence-mask/ + 39036). + """ + if maxlen is None: + maxlen = int(lengths.max()) + + mask = ~(torch.ones( + (len(lengths), maxlen)).to(lengths.device).cumsum(dim=1).t() > lengths) + if not time_major: + mask = mask.t() + mask.type(dtype or torch.bool) + + return mask + + +def softmax_cross_entropy_with_logits(logits, labels): + """Same behavior as tf.nn.softmax_cross_entropy_with_logits. + + Args: + x (TensorType): + + Returns: + + """ + return torch.sum(-labels * nn.functional.log_softmax(logits, -1), -1) + + +class Swish(nn.Module): + def __init__(self): + super().__init__() + self._beta = nn.Parameter(torch.tensor(1.0)) + + def forward(self, input_tensor): + return input_tensor * torch.sigmoid(self._beta * input_tensor)