fix warning
[oweals/gnunet.git] / src / ats / gnunet-service-ats-solver_ril.c
index 0bf74af17d9af29220dc90fa5a3f8148a02b2e29..5121846270fb9dfc328fa8657aebf38a9e4df6ba 100755 (executable)
@@ -1,22 +1,22 @@
 /*
    This file is part of GNUnet.
    (C) 2011 Christian Grothoff (and other contributing authors)
-
    GNUnet is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published
    by the Free Software Foundation; either version 3, or (at your
    option) any later version.
-
    GNUnet is distributed in the hope that it will be useful, but
    WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
    General Public License for more details.
-
    You should have received a copy of the GNU General Public License
    along with GNUnet; see the file COPYING.  If not, write to the
    Free Software Foundation, Inc., 59 Temple Place - Suite 330,
    Boston, MA 02111-1307, USA.
-*/
+ This file is part of GNUnet.
+ (C) 2011 Christian Grothoff (and other contributing authors)
+
+ GNUnet is free software; you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published
+ by the Free Software Foundation; either version 3, or (at your
+ option) any later version.
+
+ GNUnet is distributed in the hope that it will be useful, but
+ WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
+ General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with GNUnet; see the file COPYING.  If not, write to the
+ Free Software Foundation, Inc., 59 Temple Place - Suite 330,
+ Boston, MA 02111-1307, USA.
+ */
 
 /**
  * @file ats/gnunet-service-ats-solver_ril.c
 #include "gnunet-service-ats_addresses.h"
 #include "gnunet_statistics_service.h"
 
+#define LOG(kind,...) GNUNET_log_from (kind, "ats-ril",__VA_ARGS__)
+
+#define RIL_ACTION_INVALID -1
+#define RIL_FEATURES_ADDRESS_COUNT (3 + GNUNET_ATS_QualityPropertiesCount)
+#define RIL_FEATURES_NETWORK_COUNT 4
+
 #define RIL_DEFAULT_STEP_TIME GNUNET_TIME_relative_multiply (GNUNET_TIME_UNIT_MILLISECONDS, 3000)
+#define RIL_DEFAULT_ALGORITHM RIL_ALGO_Q
 #define RIL_DEFAULT_DISCOUNT_FACTOR 0.5
 #define RIL_DEFAULT_GRADIENT_STEP_SIZE 0.4
 #define RIL_DEFAULT_TRACE_DECAY 0.6
  * General description
  */
 
-enum RIL_Action
+/**
+ * TODO! implement reward calculation 1 and 2 (i.e. meeting preferences and taking scores)
+ */
+
+enum RIL_Action_Type
 {
-       RIL_BW_DBL = 0,
-       RIL_BW_HLV = 1,
-       RIL_NUM_ACTIONS = 2
+  RIL_ACTION_NOTHING = 0,
+  RIL_ACTION_BW_IN_DBL = 1,
+  RIL_ACTION_BW_IN_HLV = 2,
+  RIL_ACTION_BW_IN_INC = 3,
+  RIL_ACTION_BW_IN_DEC = 4,
+  RIL_ACTION_BW_OUT_DBL = 5,
+  RIL_ACTION_BW_OUT_HLV = 6,
+  RIL_ACTION_BW_OUT_INC = 7,
+  RIL_ACTION_BW_OUT_DEC = 8,
+  RIL_ACTION_TYPE_NUM = 9
+};
+
+enum RIL_Algorithm
+{
+  RIL_ALGO_SARSA = 0,
+  RIL_ALGO_Q = 1
+};
+
+enum RIL_E_Modification
+{
+  RIL_E_SET,
+  RIL_E_ZERO,
+  RIL_E_ACCUMULATE,
+  RIL_E_REPLACE
 };
-//TODO add the rest of the actions
 
 /**
  * Global learning parameters
  */
 struct RIL_Learning_Parameters
 {
-       /**
-        * Learning discount factor in the TD-update
-        */
-       float gamma;
-
-       /**
-        * Gradient-descent step-size
-        */
-       float alpha;
+  /**
+   * The TD-algorithm to use
+   */
+  enum RIL_Algorithm algorithm;
+
+  /**
+   * Learning discount factor in the TD-update
+   */
+  float gamma;
+
+  /**
+   * Gradient-descent step-size
+   */
+  float alpha;
+
+  /**
+   * Trace-decay factor for eligibility traces
+   */
+  float lambda;
+};
 
-       /**
-        * Trace-decay factor for eligibility traces
-        */
-       float lambda;
+/**
+ * Wrapper for addresses to store them in agent's linked list
+ */
+struct RIL_Address_Wrapped
+{
+  /**
+   * Next in DLL
+   */
+  struct RIL_Address_Wrapped *next;
+
+  /**
+   * Previous in DLL
+   */
+  struct RIL_Address_Wrapped *prev;
+
+  /**
+   * The address
+   */
+  struct ATS_Address *address_naked;
 };
 
 struct RIL_Peer_Agent
 {
-       /**
-        * Next agent in solver's linked list
-        */
-       struct RIL_Peer_Agent *next;
-
-       /**
-        * Previous agent in solver's linked list
-        */
-       struct RIL_Peer_Agent *prev;
-
-       /**
-        * Environment handle
-        */
-       struct GAS_RIL_Handle *envi;
-
-       /**
-        * Peer ID
-        */
-       struct GNUNET_PeerIdentity peer;
-
-       /**
-        * Whether the agent is active or not
-        */
-       int active;
-
-       /**
-       * Number of performed time-steps
-       */
-       unsigned long long step_count;
-
-       /**
-        * Experience matrix W
-        */
-       double ** W;
-
-       /**
-        * Number of rows of W / Number of state-vector features
-        */
-       int m;
-
-       /**
-        * Number of columns of W / Number of actions
-        */
-       int n;
-
-       /**
-        * Last perceived state feature vector
-        */
-       double * s_old;
-
-       /**
-        * Last chosen action
-        */
-       int a_old;
-
-       /**
-        * Last eligibility trace vector
-        */
-       double * e_t;
-
-       /**
-        * Address in use
-        */
-       struct ATS_Address * address;
+  /**
+   * Next agent in solver's linked list
+   */
+  struct RIL_Peer_Agent *next;
+
+  /**
+   * Previous agent in solver's linked list
+   */
+  struct RIL_Peer_Agent *prev;
+
+  /**
+   * Environment handle
+   */
+  struct GAS_RIL_Handle *envi;
+
+  /**
+   * Peer ID
+   */
+  struct GNUNET_PeerIdentity peer;
+
+  /**
+   * Whether the agent is active or not
+   */
+  int active; //TODO? rename into "requested", since it rather depicts whether there is a request pending for it
+
+  /**
+   * Number of performed time-steps
+   */
+  unsigned long long step_count;
+
+  /**
+   * Experience matrix W
+   */
+  double ** W;
+
+  /**
+   * Number of rows of W / Number of state-vector features
+   */
+  unsigned int m;
+
+  /**
+   * Number of columns of W / Number of actions
+   */
+  unsigned int n;
+
+  /**
+   * Last perceived state feature vector
+   */
+  double * s_old;
+
+  /**
+   * Last chosen action
+   */
+  int a_old;
+
+  /**
+   * Eligibility trace vector
+   */
+  double * e;
+
+  /**
+   * Address in use
+   */
+  struct ATS_Address * address_inuse;
+
+  /**
+   * Head of addresses DLL
+   */
+  struct RIL_Address_Wrapped * addresses_head;
+
+  /**
+   * Tail of addresses DLL
+   */
+  struct RIL_Address_Wrapped * addresses_tail;
+
+  /**
+   * Inbound bandwidth assigned by the agent
+   */
+  unsigned long long bw_in;
+
+  /**
+   * Outbound bandwidth assigned by the agent
+   */
+  unsigned long long bw_out;
 };
 
 struct RIL_Network
 {
-         /**
-          * ATS network type
-          */
-         unsigned int type;
-
-         /**
-          * Network description
-          */
-         char *desc;
-
-         /**
-          * Total available inbound bandwidth
-          */
-         unsigned long long bw_in_available;
-
-         /**
-          * Total assigned outbound bandwidth
-          */
-         unsigned long long bw_in_assigned;
-
-         /**
-          * Total available outbound bandwidth
-          */
-         unsigned long long bw_out_available;
-
-         /**
-          * Total assigned outbound bandwidth
-          */
-         unsigned long long bw_out_assigned;
+  /**
+   * ATS network type
+   */
+  enum GNUNET_ATS_Network_Type type;
+
+  /**
+   * Total available inbound bandwidth
+   */
+  unsigned long long bw_in_available;
+
+  /**
+   * Total assigned outbound bandwidth
+   */
+  unsigned long long bw_in_assigned;
+
+  /**
+   * Total available outbound bandwidth
+   */
+  unsigned long long bw_out_available;
+
+  /**
+   * Total assigned outbound bandwidth
+   */
+  unsigned long long bw_out_assigned;
 };
 
 struct RIL_Callbacks
 {
-         /**
-          * Bandwidth changed callback
-          */
-         GAS_bandwidth_changed_cb bw_changed;
-
-         /**
-          * Bandwidth changed callback cls
-          */
-         void *bw_changed_cls;
-
-         /**
-          * ATS function to get preferences
-          */
-         GAS_get_preferences get_preferences;
-
-         /**
-          * Closure for ATS function to get preferences
-          */
-         void *get_preferences_cls;
-
-         /**
-          * ATS function to get properties
-          */
-         GAS_get_properties get_properties;
-
-         /**
-          * Closure for ATS function to get properties
-          */
-         void *get_properties_cls;
+  /**
+   * Bandwidth changed callback
+   */
+  GAS_bandwidth_changed_cb bw_changed;
+
+  /**
+   * Bandwidth changed callback cls
+   */
+  void *bw_changed_cls;
+
+  /**
+   * ATS function to get preferences
+   */
+  GAS_get_preferences get_preferences;
+
+  /**
+   * Closure for ATS function to get preferences
+   */
+  void *get_preferences_cls;
+
+  /**
+   * ATS function to get properties
+   */
+  GAS_get_properties get_properties;
+
+  /**
+   * Closure for ATS function to get properties
+   */
+  void *get_properties_cls;
 };
 
 /**
@@ -210,71 +282,68 @@ struct RIL_Callbacks
  */
 struct GAS_RIL_Handle
 {
-       /**
-       * Statistics handle
-       */
-       struct GNUNET_STATISTICS_Handle *stats;
-
-       /**
-       * Hashmap containing all valid addresses
-       */
-       const struct GNUNET_CONTAINER_MultiHashMap *addresses;
-
-       /**
-       * Callbacks for the solver
-       */
-       struct RIL_Callbacks callbacks;
-
-       /**
-       * Bulk lock
-       */
-       int bulk_lock;
-
-       /**
-       * Number of changes while solver was locked
-       */
-       int bulk_requests;
-
-       /**
-       * Number of performed time-steps
-       */
-       unsigned long long step_count;
-
-       /**
-       * Interval time between steps in milliseconds //TODO put in agent
-       */
-       struct GNUNET_TIME_Relative step_time;
-
-       /**
-       * Task identifier of the next time-step to be executed //TODO put in agent
-       */
-       GNUNET_SCHEDULER_TaskIdentifier next_step;
-
-       /**
-       * Learning parameters
-       */
-       struct RIL_Learning_Parameters parameters;
-
-       /**
-       * Array of networks with global assignment state
-       */
-       struct RIL_Network * network_entries;
-
-       /**
-       * Networks count
-       */
-       unsigned int networks_count;
-
-       /**
-       * List of active peer-agents
-       */
-       struct RIL_Peer_Agent * agents_head;
-       struct RIL_Peer_Agent * agents_tail;
+  /**
+   * Statistics handle
+   */
+  struct GNUNET_STATISTICS_Handle *stats;
+
+  /**
+   * Hashmap containing all valid addresses
+   */
+  const struct GNUNET_CONTAINER_MultiPeerMap *addresses;
+
+  /**
+   * Callbacks for the solver
+   */
+  struct RIL_Callbacks *callbacks;
+
+  /**
+   * Bulk lock
+   */
+  int bulk_lock;
+
+  /**
+   * Number of changes while solver was locked
+   */
+  int bulk_requests;
+
+  /**
+   * Number of performed time-steps
+   */
+  unsigned long long step_count;
+
+  /**
+   * Interval time between steps in milliseconds //TODO? put in agent
+   */
+  struct GNUNET_TIME_Relative step_time;
+
+  /**
+   * Task identifier of the next time-step to be executed //TODO? put in agent
+   */
+  GNUNET_SCHEDULER_TaskIdentifier next_step;
+
+  /**
+   * Learning parameters
+   */
+  struct RIL_Learning_Parameters parameters;
+
+  /**
+   * Array of networks with global assignment state
+   */
+  struct RIL_Network * network_entries;
+
+  /**
+   * Networks count
+   */
+  unsigned int networks_count;
+
+  /**
+   * List of active peer-agents
+   */
+  struct RIL_Peer_Agent * agents_head;
+  struct RIL_Peer_Agent * agents_tail;
 };
 
-
-
-
 /**
  *  Private functions
  *  ---------------------------
@@ -287,136 +356,556 @@ struct GAS_RIL_Handle
  * @param action a
  * @return estimation value
  */
-double
-agent_estimate_q (struct RIL_Peer_Agent *agent,
-               double *state,
-               int action)
+static double
+agent_estimate_q (struct RIL_Peer_Agent *agent, double *state, int action)
 {
-       int i;
-       double result = 0;
+  int i;
+  double result = 0;
 
-       for (i = 0; i < agent->m; i++)
-       {
-               result += state[i] * (agent->W)[agent->m][action];
-       }
+  for (i = 0; i < agent->m; i++)
+  {
+    result += state[i] * agent->W[action][i];
+  }
 
-       return result;
+  return result;
 }
 
-int
-agent_choose_action (struct RIL_Peer_Agent *agent,
-               double *state)
+/**
+ * Decide whether to do exploration (i.e. taking a new action) or exploitation (i.e. taking the
+ * currently estimated best action) in the current step
+ * @param agent agent performing the step
+ * @return yes, if exploring
+ */
+static int
+agent_decide_exploration (struct RIL_Peer_Agent *agent)
 {
-       int i;
-       int max_i = -1;
-       double r;
-       double cur_q;
-       double max_q = DBL_MIN;
+  double r = (double) GNUNET_CRYPTO_random_u32 (GNUNET_CRYPTO_QUALITY_WEAK,
+      UINT32_MAX) / (double) UINT32_MAX;
+
+if  (r < RIL_EXPLORE_RATIO)
+  {
+    return GNUNET_YES;
+  }
+  return GNUNET_NO;
+}
 
-       r = ((double) GNUNET_CRYPTO_random_u32(GNUNET_CRYPTO_QUALITY_WEAK, UINT32_MAX) / (double) UINT32_MAX);
+static int
+agent_address_get_index (struct RIL_Peer_Agent *agent, struct ATS_Address *address)
+{
+  int i;
+  struct RIL_Address_Wrapped *cur;
+
+  i = -1;
+  for (cur = agent->addresses_head; NULL != cur; cur = cur->next)
+  {
+    i++;
+    if (cur->address_naked == address)
+    {
+      return i;
+    }
+  }
+
+  return i;
+}
 
-       if (r < RIL_EXPLORE_RATIO)
-       {
-               return GNUNET_CRYPTO_random_u32(GNUNET_CRYPTO_QUALITY_WEAK, agent->n);
-       }
+static struct RIL_Address_Wrapped *
+agent_address_get (struct RIL_Peer_Agent *agent, struct ATS_Address *address)
+{
+  struct RIL_Address_Wrapped *cur;
 
-       for (i = 0; i < agent->m; i++)
-       {
-               cur_q = agent_estimate_q (agent, state, i);
-               if (cur_q > max_q)
-               {
-                       max_q = cur_q;
-                       max_i = i;
-               }
-       }
+  for (cur = agent->addresses_head; NULL != cur; cur = cur->next)
+  {
+    if (cur->address_naked == address)
+    {
+      return cur;
+    }
+  }
 
-       GNUNET_assert(-1 != max_i);
+  return NULL ;
+}
 
-       return max_i;
+/**
+ * Gets the action, with the maximal estimated Q-value (i.e. the one currently estimated to bring the
+ * most reward in the future)
+ * @param agent agent performing the calculation
+ * @param state the state from which to take the action
+ * @return the action promising most future reward
+ */
+static int
+agent_get_action_best (struct RIL_Peer_Agent *agent, double *state)
+{
+  int i;
+  int max_i = RIL_ACTION_INVALID;
+  double cur_q;
+  double max_q = -DBL_MAX;
+
+  for (i = 0; i < agent->n; i++)
+  {
+    cur_q = agent_estimate_q (agent, state, i);
+    if (cur_q > max_q)
+    {
+      max_q = cur_q;
+      max_i = i;
+    }
+  }
+
+  GNUNET_assert(RIL_ACTION_INVALID != max_i);
+
+  return max_i;
 }
 
-double *
-envi_get_state (void *s)
+/**
+ * Gets any action, to explore the action space from that state
+ * @param agent agent performing the calculation
+ * @param state the state from which to take the action
+ * @return any action
+ */
+static int
+agent_get_action_explore (struct RIL_Peer_Agent *agent, double *state)
+{
+  return GNUNET_CRYPTO_random_u32 (GNUNET_CRYPTO_QUALITY_WEAK, agent->n);
+}
+
+/**
+ * Updates the weights (i.e. coefficients) of the weight vector in matrix W for action a
+ * @param agent the agent performing the update
+ * @param reward the reward received for the last action
+ * @param s_next the new state, the last step got the agent into
+ * @param a_prime the new
+ */
+static void
+agent_update_weights (struct RIL_Peer_Agent *agent, double reward, double *s_next, int a_prime)
 {
-       int i;
-       struct GAS_RIL_Handle *solver = s;
-       struct RIL_Network *net;
-       double *state = GNUNET_malloc (sizeof (double) * solver->networks_count * 4);
+  int i;
+  double delta;
+  double *theta = agent->W[agent->a_old];
+
+  delta = reward + agent_estimate_q (agent, s_next, a_prime)
+      - agent_estimate_q (agent, agent->s_old, agent->a_old);
+  for (i = 0; i < agent->m; i++)
+  {
+    theta[i] += agent->envi->parameters.alpha * delta * (agent->e)[i];
+  }
+}
 
-       for (i = 0; i < solver->networks_count; i += 4)
-       {
-               net = (&solver->network_entries)[i];
-               state[i]   = (double) net->bw_in_assigned;
-               state[i+1] = (double) net->bw_in_available;
-               state[i+2] = (double) net->bw_out_assigned;
-               state[i+3] = (double) net->bw_out_available;
-       }
+/**
+ * Changes the eligibility trace vector e in various manners:
+ * RIL_E_ACCUMULATE - adds 1 to each component as in accumulating eligibility traces
+ * RIL_E_REPLACE - resets each component to 1 as in replacing traces
+ * RIL_E_SET - multiplies e with gamma and lambda as in the update rule
+ * RIL_E_ZERO - sets e to 0 as in Watkin's Q-learning algorithm when exploring and when initializing
+ * @param agent
+ * @param mod
+ */
+static void
+agent_modify_eligibility (struct RIL_Peer_Agent *agent, enum RIL_E_Modification mod)
+{
+  int i;
+  double *e = agent->e;
+  double gamma = agent->envi->parameters.gamma;
+  double lambda = agent->envi->parameters.lambda;
+
+  for (i = 0; i < agent->m; i++)
+  {
+    switch (mod)
+    {
+    case RIL_E_ACCUMULATE:
+      e[i] += 1;
+      break;
+    case RIL_E_REPLACE:
+      e[i] = 1;
+      break;
+    case RIL_E_SET:
+      e[i] = gamma * lambda;
+      break;
+    case RIL_E_ZERO:
+      e[i] = 0;
+      break;
+    }
+  }
+}
 
-       return state;
+static void
+envi_set_active_suggestion (struct GAS_RIL_Handle *solver,
+    struct RIL_Peer_Agent *agent,
+    struct ATS_Address *new_address,
+    unsigned long long new_bw_in,
+    unsigned long long new_bw_out,
+    int silent)
+{
+  int notify = GNUNET_NO;
+
+  LOG (GNUNET_ERROR_TYPE_DEBUG, "set_active_suggestion()\n");
+
+  //address change
+  if (agent->address_inuse != new_address)
+  {
+    if (NULL != agent->address_inuse)
+    {
+      agent->address_inuse->active = GNUNET_NO;
+      agent->address_inuse->assigned_bw_in.value__ = htonl (0);
+      agent->address_inuse->assigned_bw_out.value__ = htonl (0);
+    }
+    if (NULL != new_address)
+    {
+      LOG (GNUNET_ERROR_TYPE_DEBUG, "set address active: %s\n", agent->active ? "yes" : "no");
+      new_address->active = agent->active;
+      new_address->assigned_bw_in.value__ = htonl (agent->bw_in);
+      new_address->assigned_bw_out.value__ = htonl (agent->bw_out);
+    }
+    notify |= GNUNET_YES;
+  }
+
+  if (new_address)
+  {
+    //activity change
+    if (new_address->active != agent->active)
+    {
+      new_address->active = agent->active;
+    }
+
+    //bw change
+    if (agent->bw_in != new_bw_in)
+    {
+      agent->bw_in = new_bw_in;
+      new_address->assigned_bw_in.value__ = htonl (new_bw_out);
+      notify |= GNUNET_YES;
+    }
+    if (agent->bw_out != new_bw_out)
+    {
+      agent->bw_out = new_bw_out;
+      new_address->assigned_bw_out.value__ = htonl (new_bw_out);
+      notify |= GNUNET_YES;
+    }
+  }
+
+  if (notify && agent->active && (GNUNET_NO == silent))
+  {
+    if (new_address)
+    {
+      solver->callbacks->bw_changed (solver->callbacks->bw_changed_cls, new_address);
+    }
+    else
+    {
+      GNUNET_assert (0 == ntohl(agent->address_inuse->assigned_bw_in.value__));
+      GNUNET_assert (0 == ntohl(agent->address_inuse->assigned_bw_out.value__));
+      agent->bw_in = 0;
+      agent->bw_out = 0;
+      //disconnect
+      solver->callbacks->bw_changed (solver->callbacks->bw_changed_cls, agent->address_inuse);
+    }
+  }
+  agent->address_inuse = new_address;
 }
 
-double
-envi_get_reward ()
+/**
+ * Allocates a state vector and fills it with the features present
+ * @param solver the solver handle
+ * @return pointer to the state vector
+ */
+static double *
+envi_get_state (struct GAS_RIL_Handle *solver, struct RIL_Peer_Agent *agent)
 {
-       //TODO implement
-       return (double) GNUNET_CRYPTO_random_u32(GNUNET_CRYPTO_QUALITY_WEAK, UINT32_MAX) / (double) UINT32_MAX;
+  int i;
+  int k;
+  struct RIL_Network *net;
+  double *state = GNUNET_malloc (sizeof (double) * agent->m);
+  struct RIL_Address_Wrapped *cur_address;
+  const double *properties;
+
+  for (i = 0; i < solver->networks_count; i++)
+  {
+    net = &solver->network_entries[i];
+    state[i * RIL_FEATURES_NETWORK_COUNT + 0] = (double) net->bw_in_assigned;
+    state[i * RIL_FEATURES_NETWORK_COUNT + 1] = (double) net->bw_in_available;
+    state[i * RIL_FEATURES_NETWORK_COUNT + 2] = (double) net->bw_out_assigned;
+    state[i * RIL_FEATURES_NETWORK_COUNT + 3] = (double) net->bw_out_available;
+  }
+
+  i = i * RIL_FEATURES_NETWORK_COUNT; //first address feature
+
+  for (cur_address = agent->addresses_head; NULL != cur_address; cur_address = cur_address->next)
+  {
+    state[i++] = cur_address->address_naked->active;
+    state[i++] = cur_address->address_naked->active ? agent->bw_in : 0;
+    state[i++] = cur_address->address_naked->active ? agent->bw_out : 0;
+    properties = solver->callbacks->get_properties (solver->callbacks->get_properties_cls, cur_address->address_naked);
+    for (k = 0; k < GNUNET_ATS_QualityPropertiesCount; k++)
+    {
+      state[i++] = properties[k];
+    }
+  }
+
+  return state;
 }
 
-void
-agent_step (struct RIL_Peer_Agent *agent)
+/**
+ * Gets the reward of the last performed step
+ * @param solver solver handle
+ * @return the reward
+ */
+static double
+envi_get_reward (struct GAS_RIL_Handle *solver, struct RIL_Peer_Agent *agent)
 {
-       int a_next;
-       double *s_next;
-       double reward;
-       double delta;
-       double q_next;
+  //TODO! implement reward calculation
 
+  return (double) GNUNET_CRYPTO_random_u32 (GNUNET_CRYPTO_QUALITY_WEAK, UINT32_MAX)
+      / (double) UINT32_MAX;
+}
 
-       s_next = envi_get_state(agent->envi);
-       reward = envi_get_reward();
+static void
+envi_action_bw_double (struct GAS_RIL_Handle *solver,
+    struct RIL_Peer_Agent *agent,
+    int direction_in)
+{
+  if (direction_in)
+  {
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, agent->bw_in * 2,
+        agent->bw_out, GNUNET_NO);
+  }
+  else
+  {
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, agent->bw_in,
+        agent->bw_out * 2, GNUNET_NO);
+  }
+}
 
-       a_next = agent_choose_action (agent, s_next);
-       q_next = agent_estimate_q(agent, s_next, a_next);
+static void
+envi_action_bw_halven (struct GAS_RIL_Handle *solver,
+    struct RIL_Peer_Agent *agent,
+    int direction_in)
+{
+  uint32_t min_bw = ntohl (GNUNET_CONSTANTS_DEFAULT_BW_IN_OUT.value__);
+  unsigned long long new_bw;
+
+  if (direction_in)
+  {
+    new_bw = agent->bw_in / 2;
+    if (new_bw < min_bw)
+      new_bw = min_bw;
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, new_bw, agent->bw_out, GNUNET_NO);
+  }
+  else
+  {
+    new_bw = agent->bw_out / 2;
+    if (new_bw < min_bw)
+      new_bw = min_bw;
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, agent->bw_in, new_bw, GNUNET_NO);
+  }
+}
 
-       if (NULL != agent->s_old)
-       {
-               delta = reward +
-                               (agent->envi->parameters.gamma * q_next) -
-                               agent_estimate_q(agent, agent->s_old, agent->a_old);
-       }
+static void
+envi_action_bw_inc (struct GAS_RIL_Handle *solver, struct RIL_Peer_Agent *agent, int direction_in)
+{
+  uint32_t min_bw = ntohl (GNUNET_CONSTANTS_DEFAULT_BW_IN_OUT.value__);
+
+  if (direction_in)
+  {
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, agent->bw_in + (5 * min_bw),
+        agent->bw_out, GNUNET_NO);
+  }
+  else
+  {
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, agent->bw_in,
+        agent->bw_out + (5 * min_bw), GNUNET_NO);
+  }
+}
 
-       GNUNET_free(agent->s_old);
-       agent->s_old = s_next;
-       agent->a_old = a_next;
+static void
+envi_action_bw_dec (struct GAS_RIL_Handle *solver, struct RIL_Peer_Agent *agent, int direction_in)
+{
+  uint32_t min_bw = ntohl (GNUNET_CONSTANTS_DEFAULT_BW_IN_OUT.value__);
+  unsigned long long new_bw;
+
+  if (direction_in)
+  {
+    new_bw = agent->bw_in - (5 * min_bw);
+    if (new_bw < min_bw)
+      new_bw = min_bw;
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, new_bw, agent->bw_out, GNUNET_NO);
+  }
+  else
+  {
+    new_bw = agent->bw_out - (5 * min_bw);
+    if (new_bw < min_bw)
+      new_bw = min_bw;
+    envi_set_active_suggestion (solver, agent, agent->address_inuse, agent->bw_in, new_bw, GNUNET_NO);
+  }
+}
 
-       agent->step_count += 1;
+static void
+envi_action_address_switch (struct GAS_RIL_Handle *solver,
+    struct RIL_Peer_Agent *agent,
+    unsigned int address_index)
+{
+  struct RIL_Address_Wrapped *cur;
+  int i = 0;
+
+  for (cur = agent->addresses_head; NULL != cur; cur = cur->next)
+  {
+    if (i == address_index)
+    {
+      envi_set_active_suggestion (solver, agent, cur->address_naked, agent->bw_in, agent->bw_out, GNUNET_NO);
+      return;
+    }
+
+    i++;
+  }
+
+  //no address with address_index exists
+  GNUNET_assert(GNUNET_NO);
 }
 
-void
-ril_periodic_step (void *s,
-                               const struct GNUNET_SCHEDULER_TaskContext *tc)
+/**
+ * Puts the action into effect
+ * @param solver solver handle
+ * @param action action to perform by the solver
+ */
+static void
+envi_do_action (struct GAS_RIL_Handle *solver, struct RIL_Peer_Agent *agent, int action)
+{
+  unsigned int address_index;
+
+  switch (action)
+  {
+  case RIL_ACTION_NOTHING:
+    break;
+  case RIL_ACTION_BW_IN_DBL:
+    envi_action_bw_double (solver, agent, GNUNET_YES);
+    break;
+  case RIL_ACTION_BW_IN_HLV:
+    envi_action_bw_halven (solver, agent, GNUNET_YES);
+    break;
+  case RIL_ACTION_BW_IN_INC:
+    envi_action_bw_inc (solver, agent, GNUNET_YES);
+    break;
+  case RIL_ACTION_BW_IN_DEC:
+    envi_action_bw_dec (solver, agent, GNUNET_YES);
+    break;
+  case RIL_ACTION_BW_OUT_DBL:
+    envi_action_bw_double (solver, agent, GNUNET_NO);
+    break;
+  case RIL_ACTION_BW_OUT_HLV:
+    envi_action_bw_halven (solver, agent, GNUNET_NO);
+    break;
+  case RIL_ACTION_BW_OUT_INC:
+    envi_action_bw_inc (solver, agent, GNUNET_NO);
+    break;
+  case RIL_ACTION_BW_OUT_DEC:
+    envi_action_bw_dec (solver, agent, GNUNET_NO);
+    break;
+  default:
+    if ((action >= RIL_ACTION_TYPE_NUM) && (action < agent->n))
+    {
+      address_index = agent->n - RIL_ACTION_TYPE_NUM;
+
+      GNUNET_assert(address_index >= 0);
+      GNUNET_assert(
+          address_index <= agent_address_get_index (agent, agent->addresses_tail->address_naked));
+
+      envi_action_address_switch (solver, agent, address_index);
+      break;
+    }
+    // error - action does not exist
+    GNUNET_assert(GNUNET_NO);
+  }
+}
+
+/**
+ * Performs one step of the Markov Decision Process. Other than in the literature the step starts
+ * after having done the last action a_old. It observes the new state s_next and the reward
+ * received. Then the coefficient update is done according to the SARSA or Q-learning method. The
+ * next action is put into effect.
+ * @param agent the agent performing the step
+ */
+static void
+agent_step (struct RIL_Peer_Agent *agent)
+{
+  int a_next = RIL_ACTION_INVALID;
+  double *s_next;
+  double reward;
+
+  s_next = envi_get_state (agent->envi, agent);
+  reward = envi_get_reward (agent->envi, agent);
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "agent_step() with algorithm %s\n",
+      agent->envi->parameters.algorithm ? "Q" : "SARSA");
+
+  switch (agent->envi->parameters.algorithm)
+  {
+  case RIL_ALGO_SARSA:
+    agent_modify_eligibility (agent, RIL_E_SET);
+    if (agent_decide_exploration (agent))
+    {
+      a_next = agent_get_action_explore (agent, s_next);
+    }
+    else
+    {
+      a_next = agent_get_action_best (agent, s_next);
+    }
+    if (RIL_ACTION_INVALID != agent->a_old)
+    {
+      //updates weights with selected action (on-policy), if not first step
+      agent_update_weights (agent, reward, s_next, a_next);
+    }
+    break;
+
+  case RIL_ALGO_Q:
+    a_next = agent_get_action_best (agent, s_next);
+    if (RIL_ACTION_INVALID != agent->a_old)
+    {
+      //updates weights with best action, disregarding actually selected action (off-policy), if not first step
+      agent_update_weights (agent, reward, s_next, a_next);
+    }
+    if (agent_decide_exploration (agent))
+    {
+      a_next = agent_get_action_explore (agent, s_next);
+      agent_modify_eligibility (agent, RIL_E_ZERO);
+    }
+    else
+    {
+      a_next = agent_get_action_best (agent, s_next);
+      agent_modify_eligibility (agent, RIL_E_SET);
+    }
+    break;
+  }
+
+  GNUNET_assert(RIL_ACTION_INVALID != a_next);
+
+  agent_modify_eligibility (agent, RIL_E_ACCUMULATE);
+
+  envi_do_action (agent->envi, agent, a_next);
+
+  GNUNET_free(agent->s_old);
+  agent->s_old = s_next;
+  agent->a_old = a_next;
+
+  agent->step_count += 1;
+}
+
+/**
+ * Cycles through all agents and lets the active ones do a step. Schedules the next step.
+ * @param solver the solver handle
+ * @param tc task context for the scheduler
+ */
+static void
+ril_periodic_step (void *cls, const struct GNUNET_SCHEDULER_TaskContext *tc)
 {
-       /*
-        * iterate over active agents and do a time step
-        */
-       struct GAS_RIL_Handle *solver = s;
-       struct RIL_Peer_Agent *cur;
+  struct GAS_RIL_Handle *solver = cls;
+  struct RIL_Peer_Agent *cur;
 
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "RIL step number %d\n", solver->step_count);
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "RIL step number %d\n", solver->step_count);
 
-       for (cur = solver->agents_head; NULL != cur; cur = cur->next)
-       {
-               if (cur->active)
-               {
-                       agent_step (cur);
-               }
-       }
+  for (cur = solver->agents_head; NULL != cur; cur = cur->next)
+  {
+    if (cur->active && cur->address_inuse)
+    {
+      agent_step (cur);
+    }
+  }
 
-       solver->step_count += 1;
-       solver->next_step = GNUNET_SCHEDULER_add_delayed (
-                       solver->step_time,
-                       &ril_periodic_step,
-                       solver);
+  solver->step_count += 1;
+  solver->next_step = GNUNET_SCHEDULER_add_delayed (solver->step_time, &ril_periodic_step, solver);
 }
 
 /**
@@ -425,32 +914,32 @@ ril_periodic_step (void *s,
  * @param peer the one in question
  * @return handle to the new agent
  */
-struct RIL_Peer_Agent *
-agent_init (void *s,
-               struct GNUNET_PeerIdentity peer)
+static struct RIL_Peer_Agent *
+agent_init (void *s, const struct GNUNET_PeerIdentity *peer)
 {
-       int i;
-       struct GAS_RIL_Handle * solver = s;
-       struct RIL_Peer_Agent * agent = GNUNET_malloc (sizeof (struct RIL_Peer_Agent));
-
-       agent->envi = solver;
-       agent->peer = peer;
-       agent->step_count = 0;
-       agent->active = GNUNET_NO;
-       agent->s_old = NULL;
-       agent->n = solver->networks_count * 4;
-       agent->m = RIL_NUM_ACTIONS;
-       agent->W = (double **) GNUNET_malloc (sizeof (double) * agent->n);
-       for (i = 0; i < agent->n; i++)
-       {
-               (agent->W)[i] = (double *) GNUNET_malloc (sizeof (double) * agent->m);
-       }
-       agent->a_old = -1;
-       agent->e_t = NULL;
-
-       GNUNET_CONTAINER_DLL_insert (solver->agents_head, solver->agents_tail, agent);
-
-       return agent;
+  int i;
+  struct GAS_RIL_Handle * solver = s;
+  struct RIL_Peer_Agent * agent = GNUNET_malloc (sizeof (struct RIL_Peer_Agent));
+
+  agent->envi = solver;
+  agent->peer = *peer;
+  agent->step_count = 0;
+  agent->active = GNUNET_NO;
+  agent->n = RIL_ACTION_TYPE_NUM;
+  agent->m = solver->networks_count * RIL_FEATURES_NETWORK_COUNT;
+  agent->W = (double **) GNUNET_malloc (sizeof (double) * agent->n);
+  for (i = 0; i < agent->n; i++)
+  {
+    agent->W[i] = (double *) GNUNET_malloc (sizeof (double) * agent->m);
+  }
+  agent->a_old = RIL_ACTION_INVALID;
+  agent->s_old = envi_get_state (solver, agent);
+  agent->e = (double *) GNUNET_malloc (sizeof (double) * agent->m);
+  agent_modify_eligibility (agent, RIL_E_ZERO);
+
+  GNUNET_CONTAINER_DLL_insert_tail(solver->agents_head, solver->agents_tail, agent);
+
+  return agent;
 }
 
 /**
@@ -458,67 +947,130 @@ agent_init (void *s,
  * @param s solver handle
  * @param agent the agent to retire
  */
-void
-agent_die (void *s,
-               struct RIL_Peer_Agent * agent)
+static void
+agent_die (struct GAS_RIL_Handle *solver, struct RIL_Peer_Agent *agent)
 {
-
+  int i;
+
+  for (i = 0; i < agent->n; i++)
+  {
+    GNUNET_free(agent->W[i]);
+  }
+  GNUNET_free(agent->W);
+  GNUNET_free(agent->e);
+  GNUNET_free(agent->s_old);
+  GNUNET_free(agent);
 }
 
 /**
  * Returns the agent for a peer
  * @param s solver handle
  * @param peer identity of the peer
+ * @param create whether to create an agent if none is allocated yet
  * @return agent
  */
-struct RIL_Peer_Agent *
-ril_get_agent (struct GAS_RIL_Handle * s,
-               struct GNUNET_PeerIdentity peer)
+static struct RIL_Peer_Agent *
+ril_get_agent (struct GAS_RIL_Handle *solver, const struct GNUNET_PeerIdentity *peer, int create)
 {
-       struct GAS_RIL_Handle * solver = s;
-       struct RIL_Peer_Agent * cur;
-
-       for (cur = s->agents_head; NULL != cur; cur = cur->next)
-       {
-               if (0 == GNUNET_CRYPTO_hash_cmp (&peer.hashPubKey, &cur->peer.hashPubKey))
-               {
-                       return cur;
-               }
-       }
-
-       return agent_init (solver, peer);
+  struct RIL_Peer_Agent *cur;
+
+  for (cur = solver->agents_head; NULL != cur; cur = cur->next)
+  {
+    if (0 == memcmp (peer, 
+                    &cur->peer,
+                    sizeof (struct GNUNET_PeerIdentity)))
+    {
+      return cur;
+    }
+  }
+
+  if (create)
+  {
+    return agent_init (solver, peer);
+  }
+  return NULL ;
 }
 
 /**
- * Iterator, which allocates one agent per peer
+ * Lookup network struct by type
  *
- * @param cls solver
- * @param key peer identity
- * @param value address
- * @return whether iterator should continue
+ * @param s the solver handle
+ * @param type the network type
+ * @return the network struct
  */
-int
-init_agents_it (void *cls,
-                               const struct GNUNET_HashCode *key,
-                               void *value)
+static struct RIL_Network *
+ril_get_network (struct GAS_RIL_Handle *s, uint32_t type)
 {
-       struct GAS_RIL_Handle *solver = cls;
-       struct ATS_Address *address = value;
-       struct RIL_Peer_Agent *agent;
-
-       agent = ril_get_agent (solver, address->peer);
-
-       GNUNET_assert (agent != NULL);
+  int i;
+
+  for (i = 0; i < s->networks_count; i++)
+  {
+    if (s->network_entries[i].type == type)
+    {
+      return &s->network_entries[i];
+    }
+  }
+  return NULL ;
+}
 
-       if (NULL == agent->address)
-       {
-               agent->address = address;
-       }
+static int
+ril_network_is_active (struct GAS_RIL_Handle *solver, enum GNUNET_ATS_Network_Type network)
+{
+  struct RIL_Network *net;
+  uint32_t min_bw = ntohl (GNUNET_CONSTANTS_DEFAULT_BW_IN_OUT.value__);
 
-       return GNUNET_YES;
+  net = ril_get_network (solver, network);
+  if (net->bw_out_available < min_bw)
+    return GNUNET_NO;
+  return GNUNET_YES;
 }
 
-
+static void
+ril_cut_from_vector (void **old,
+    size_t element_size,
+    unsigned int hole_start,
+    unsigned int hole_length,
+    unsigned int old_length)
+{
+  char *tmpptr;
+  char *oldptr = (char *) *old;
+  size_t size;
+  unsigned int bytes_before;
+  unsigned int bytes_hole;
+  unsigned int bytes_after;
+
+
+  GNUNET_assert(old_length > hole_length);
+  GNUNET_assert(old_length >= (hole_start + hole_length));
+
+  size = element_size * (old_length - hole_length);
+
+  bytes_before = element_size * hole_start;
+  bytes_hole = element_size * hole_length;
+  bytes_after = element_size * (old_length - hole_start - hole_length);
+
+  if (0 == size)
+  {
+    tmpptr = NULL;
+  }
+  else
+  {
+//    LOG(GNUNET_ERROR_TYPE_DEBUG, "hole_start = %d, hole_length = %d, old_length = %d\n", hole_start, hole_length, old_length);
+//    LOG(GNUNET_ERROR_TYPE_DEBUG, "bytes_before = %d, bytes_hole = %d, bytes_after = %d\n", bytes_before, bytes_hole, bytes_after);
+//    LOG(GNUNET_ERROR_TYPE_DEBUG, "element_size = %d, bytes_old = %d, bytes_new = %d\n", element_size, old_length * element_size, size);
+
+    tmpptr = GNUNET_malloc (size);
+//    LOG(GNUNET_ERROR_TYPE_DEBUG, "first\n");
+    memcpy (tmpptr, oldptr, bytes_before);
+//    LOG(GNUNET_ERROR_TYPE_DEBUG, "second\n");
+    memcpy (tmpptr + bytes_before, oldptr + (bytes_before + bytes_hole), bytes_after);
+  }
+  if (NULL != *old)
+  {
+    GNUNET_free(*old);
+  }
+  *old = (void *) tmpptr;
+}
 
 /**
  *  Solver API functions
@@ -534,22 +1086,19 @@ init_agents_it (void *cls,
  * @param pref_rel the normalized preference value for this kind over all clients
  */
 void
-GAS_ril_address_change_preference (void *solver,
-                                                                                       const struct GNUNET_PeerIdentity *peer,
-                                                                                       enum GNUNET_ATS_PreferenceKind kind,
-                                                                                       double pref_rel)
+GAS_ril_address_change_preference (void *s,
+    const struct GNUNET_PeerIdentity *peer,
+    enum GNUNET_ATS_PreferenceKind kind,
+    double pref_rel)
 {
-         GNUNET_log (GNUNET_ERROR_TYPE_DEBUG,
-                     "Preference `%s' for peer `%s' changed to %.2f \n",
-                     GNUNET_ATS_print_preference_type (kind),
-                     GNUNET_i2s (peer),
-                     pref_rel);
-         /*
-          * Nothing to do here. Preferences are considered during reward calculation.
-          */
+  LOG(GNUNET_ERROR_TYPE_DEBUG,
+      "API_address_change_preference() Preference '%s' for peer '%s' changed to %.2f \n",
+      GNUNET_ATS_print_preference_type (kind), GNUNET_i2s (peer), pref_rel);
+  /*
+   * Nothing to do here. Preferences are considered during reward calculation.
+   */
 }
 
-
 /**
  * Init the reinforcement learning problem solver
  *
@@ -581,97 +1130,102 @@ GAS_ril_address_change_preference (void *solver,
  */
 void *
 GAS_ril_init (const struct GNUNET_CONFIGURATION_Handle *cfg,
-                               const struct GNUNET_STATISTICS_Handle *stats,
-                               const struct GNUNET_CONTAINER_MultiHashMap *addresses,
-                               int *network,
-                               unsigned long long *out_quota,
-                               unsigned long long *in_quota,
-                               int dest_length,
-                               GAS_bandwidth_changed_cb bw_changed_cb,
-                               void *bw_changed_cb_cls,
-                               GAS_get_preferences get_preference,
-                               void *get_preference_cls,
-                               GAS_get_properties get_properties,
-                               void *get_properties_cls)
-{
-       //TODO implement
-       int c;
-       unsigned long long tmp;
-       struct RIL_Network * cur;
-       struct GAS_RIL_Handle *solver = GNUNET_malloc (sizeof (struct GAS_RIL_Handle));
-       char * net_str[GNUNET_ATS_NetworkTypeCount] = GNUNET_ATS_NetworkTypeString;
-
-       GNUNET_assert (NULL != cfg);
-       GNUNET_assert (NULL != stats);
-       GNUNET_assert (NULL != network);
-       GNUNET_assert (NULL != bw_changed_cb);
-       GNUNET_assert (NULL != get_preference);
-       GNUNET_assert (NULL != get_properties);
-
-       if (GNUNET_OK != GNUNET_CONFIGURATION_get_value_time(cfg, "ats", "RIL_STEP_TIME", &solver->step_time))
-       {
-               solver->step_time = RIL_DEFAULT_STEP_TIME;
-       }
-       if (GNUNET_OK == GNUNET_CONFIGURATION_get_value_size(cfg, "ats", "RIL_DISCOUNT_FACTOR", &tmp))
-       {
-               solver->parameters.gamma = (double) tmp / 100;;
-       }
-       else
-       {
-               solver->parameters.gamma = RIL_DEFAULT_DISCOUNT_FACTOR;
-       }
-       if (GNUNET_OK == GNUNET_CONFIGURATION_get_value_size(cfg, "ats", "RIL_GRADIENT_STEP_SIZE", &tmp))
-       {
-               solver->parameters.alpha = (double) tmp / 100;;
-       }
-       else
-       {
-               solver->parameters.alpha = RIL_DEFAULT_GRADIENT_STEP_SIZE;
-       }
-       if (GNUNET_OK == GNUNET_CONFIGURATION_get_value_size(cfg, "ats", "RIL_TRACE_DECAY", &tmp))
-       {
-               solver->parameters.lambda = (double) tmp / 100;;
-       }
-       else
-       {
-               solver->parameters.lambda = RIL_DEFAULT_TRACE_DECAY;
-       }
-
-       solver->stats = (struct GNUNET_STATISTICS_Handle *) stats;
-       solver->callbacks.bw_changed = bw_changed_cb;
-       solver->callbacks.bw_changed_cls = bw_changed_cb_cls;
-       solver->callbacks.get_preferences = get_preference;
-       solver->callbacks.get_preferences_cls = get_preference_cls;
-       solver->callbacks.get_properties = get_properties;
-       solver->callbacks.get_properties_cls = get_properties_cls;
-       solver->networks_count = dest_length;
-       solver->network_entries = GNUNET_malloc (dest_length * sizeof (struct RIL_Network));
-       solver->bulk_lock = GNUNET_NO;
-       solver->addresses = addresses;
-       solver->step_count = 0;
-
-       for (c = 0; c < dest_length; c++)
-       {
-               cur = &solver->network_entries[c];
-               cur->type = network[c];
-               cur->bw_in_available = in_quota[c];
-               cur->bw_in_assigned = 0;
-               cur->bw_out_available = out_quota[c];
-               cur->bw_out_assigned = 0;
-               cur->desc = net_str[c];
-       }
-
-       c = GNUNET_CONTAINER_multihashmap_iterate (addresses, &init_agents_it, solver);
-
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_init() has been called\n");
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "RIL number of addresses: %d\n", c);
-
-       solver->next_step = GNUNET_SCHEDULER_add_delayed (
-                               GNUNET_TIME_relative_multiply (GNUNET_TIME_relative_get_millisecond_ (), 1000),
-                               &ril_periodic_step,
-                               solver);
-
-       return solver;
+    const struct GNUNET_STATISTICS_Handle *stats,
+    const struct GNUNET_CONTAINER_MultiPeerMap *addresses,
+    int *network,
+    unsigned long long *out_quota,
+    unsigned long long *in_quota,
+    int dest_length,
+    GAS_bandwidth_changed_cb bw_changed_cb,
+    void *bw_changed_cb_cls,
+    GAS_get_preferences get_preference,
+    void *get_preference_cls,
+    GAS_get_properties get_properties,
+    void *get_properties_cls)
+{
+  int c;
+  unsigned long long tmp;
+  char *string;
+  struct RIL_Network * cur;
+  struct GAS_RIL_Handle *solver = GNUNET_new (struct GAS_RIL_Handle);
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "API_init() Initializing RIL solver\n");
+
+  GNUNET_assert(NULL != cfg);
+  GNUNET_assert(NULL != stats);
+  GNUNET_assert(NULL != network);
+  GNUNET_assert(NULL != bw_changed_cb);
+  GNUNET_assert(NULL != get_preference);
+  GNUNET_assert(NULL != get_properties);
+
+  if (GNUNET_OK
+      != GNUNET_CONFIGURATION_get_value_time (cfg, "ats", "RIL_STEP_TIME", &solver->step_time))
+  {
+    solver->step_time = RIL_DEFAULT_STEP_TIME;
+  }
+  if (GNUNET_OK == GNUNET_CONFIGURATION_get_value_string (cfg, "ats", "RIL_ALGORITHM", &string)
+      && NULL != string && 0 == strcmp (string, "SARSA"))
+  {
+    solver->parameters.algorithm = RIL_ALGO_SARSA;
+  }
+  else
+  {
+    solver->parameters.algorithm = RIL_DEFAULT_ALGORITHM;
+  }
+  if (GNUNET_OK == GNUNET_CONFIGURATION_get_value_size (cfg, "ats", "RIL_DISCOUNT_FACTOR", &tmp))
+  {
+    solver->parameters.gamma = (double) tmp / 100;
+  }
+  else
+  {
+    solver->parameters.gamma = RIL_DEFAULT_DISCOUNT_FACTOR;
+  }
+  if (GNUNET_OK == GNUNET_CONFIGURATION_get_value_size (cfg, "ats", "RIL_GRADIENT_STEP_SIZE", &tmp))
+  {
+    solver->parameters.alpha = (double) tmp / 100;
+  }
+  else
+  {
+    solver->parameters.alpha = RIL_DEFAULT_GRADIENT_STEP_SIZE;
+  }
+  if (GNUNET_OK == GNUNET_CONFIGURATION_get_value_size (cfg, "ats", "RIL_TRACE_DECAY", &tmp))
+  {
+    solver->parameters.lambda = (double) tmp / 100;
+  }
+  else
+  {
+    solver->parameters.lambda = RIL_DEFAULT_TRACE_DECAY;
+  }
+
+  solver->stats = (struct GNUNET_STATISTICS_Handle *) stats;
+  solver->callbacks = GNUNET_malloc (sizeof (struct RIL_Callbacks));
+  solver->callbacks->bw_changed = bw_changed_cb;
+  solver->callbacks->bw_changed_cls = bw_changed_cb_cls;
+  solver->callbacks->get_preferences = get_preference;
+  solver->callbacks->get_preferences_cls = get_preference_cls;
+  solver->callbacks->get_properties = get_properties;
+  solver->callbacks->get_properties_cls = get_properties_cls;
+  solver->networks_count = dest_length;
+  solver->network_entries = GNUNET_malloc (dest_length * sizeof (struct RIL_Network));
+  solver->bulk_lock = GNUNET_NO;
+  solver->addresses = addresses;
+  solver->step_count = 0;
+
+  for (c = 0; c < dest_length; c++)
+  {
+    cur = &solver->network_entries[c];
+    cur->type = network[c];
+    cur->bw_in_available = in_quota[c];
+    cur->bw_in_assigned = 0;
+    cur->bw_out_available = out_quota[c];
+    cur->bw_out_assigned = 0;
+  }
+
+  solver->next_step = GNUNET_SCHEDULER_add_delayed (
+      GNUNET_TIME_relative_multiply (GNUNET_TIME_relative_get_millisecond_ (), 1000),
+      &ril_periodic_step, solver);
+
+  return solver;
 }
 
 /**
@@ -682,17 +1236,27 @@ GAS_ril_init (const struct GNUNET_CONFIGURATION_Handle *cfg,
 void
 GAS_ril_done (void * solver)
 {
-       //TODO implement
-       struct GAS_RIL_Handle *s = solver;
-
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_done() has been called\n");
-
-       GNUNET_SCHEDULER_cancel (s->next_step);
-       GNUNET_free (s->network_entries);
-       GNUNET_free (s);
+  struct GAS_RIL_Handle *s = solver;
+  struct RIL_Peer_Agent *cur_agent;
+  struct RIL_Peer_Agent *next_agent;
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "API_done() Shutting down RIL solver\n");
+
+  cur_agent = s->agents_head;
+  while (NULL != cur_agent)
+  {
+    next_agent = cur_agent->next;
+    GNUNET_CONTAINER_DLL_remove(s->agents_head, s->agents_tail, cur_agent);
+    agent_die (s, cur_agent);
+    cur_agent = next_agent;
+  }
+
+  GNUNET_SCHEDULER_cancel (s->next_step);
+  GNUNET_free(s->callbacks);
+  GNUNET_free(s->network_entries);
+  GNUNET_free(s);
 }
 
-
 /**
  * Add a single address within a network to the solver
  *
@@ -701,20 +1265,72 @@ GAS_ril_done (void * solver)
  * @param network network type of this address
  */
 void
-GAS_ril_address_add (void *solver,
-                                                       struct ATS_Address *address,
-                                                       uint32_t network)
+GAS_ril_address_add (void *solver, struct ATS_Address *address, uint32_t network)
 {
-       //TODO implement
-       /*
-        * if (new peer)
-        *     initialize new agent
-        * Add address
-        * increase state vector
-        * knowledge matrix
-        * and action vector
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_address_add() has been called\n");
+  struct GAS_RIL_Handle *s = solver;
+  struct RIL_Peer_Agent *agent;
+  struct RIL_Address_Wrapped *address_wrapped;
+  unsigned int m_new;
+  unsigned int m_old;
+  unsigned int n_new;
+  unsigned int n_old;
+  int i;
+  unsigned int zero;
+  uint32_t min_bw = ntohl (GNUNET_CONSTANTS_DEFAULT_BW_IN_OUT.value__);
+
+  address->solver_information = ril_get_network (s, network);
+
+  if (!ril_network_is_active (s, network))
+  {
+    LOG(GNUNET_ERROR_TYPE_DEBUG,
+        "API_address_add() Did not add %s address %p for peer '%s', network does not have enough bandwidth\n",
+        address->plugin, address->addr, GNUNET_i2s (&address->peer));
+    return;
+  }
+
+  agent = ril_get_agent (s, &address->peer, GNUNET_YES);
+
+  //add address
+  address_wrapped = GNUNET_malloc (sizeof (struct RIL_Address_Wrapped));
+  address_wrapped->address_naked = address;
+  GNUNET_CONTAINER_DLL_insert_tail(agent->addresses_head, agent->addresses_tail, address_wrapped);
+
+  //increase size of W
+  m_new = agent->m + RIL_FEATURES_ADDRESS_COUNT;
+  m_old = agent->m;
+  n_new = agent->n + 1;
+  n_old = agent->n;
+
+  GNUNET_array_grow(agent->W, agent->n, n_new);
+  for (i = 0; i < n_new; i++)
+  {
+    if (i < n_old)
+    {
+      agent->m = m_old;
+      GNUNET_array_grow(agent->W[i], agent->m, m_new);
+    }
+    else
+    {
+      zero = 0;
+      GNUNET_array_grow(agent->W[i], zero, m_new);
+    }
+  }
+
+  //increase size of old state vector
+  agent->m = m_old;
+  GNUNET_array_grow(agent->s_old, agent->m, m_new); //TODO initialize new state features?
+
+  agent->m = m_old;
+  GNUNET_array_grow(agent->e, agent->m, m_new);
+
+  if (NULL == agent->address_inuse)
+  {
+    envi_set_active_suggestion (s, agent, address, min_bw, min_bw, GNUNET_NO);
+  }
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "API_address_add() Added %s %s address %p for peer '%s'\n",
+      address->active ? "active" : "inactive",
+      address->plugin, address->addr, GNUNET_i2s (&address->peer));
 }
 
 /**
@@ -725,21 +1341,108 @@ GAS_ril_address_add (void *solver,
  * @param session_only delete only session not whole address
  */
 void
-GAS_ril_address_delete (void *solver,
-                                               struct ATS_Address *address,
-                                               int session_only)
+GAS_ril_address_delete (void *solver, struct ATS_Address *address, int session_only)
 {
-       //TODO implement
-       /*
-        * remove address
-        * if (last address of peer)
-        *     remove agent
-        * else
-        *     decrease state vector
-        *     decrease knowledge matrix
-        *     decrease action vector
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_address_delete() has been called\n");
+  //TODO! delete session only
+  struct GAS_RIL_Handle *s = solver;
+  struct RIL_Peer_Agent *agent;
+  struct RIL_Address_Wrapped *address_wrapped;
+  int address_was_used = address->active;
+  int address_index;
+  unsigned int m_new;
+  unsigned int n_new;
+  int i;
+  struct RIL_Network *net;
+  uint32_t min_bw = ntohl (GNUNET_CONSTANTS_DEFAULT_BW_IN_OUT.value__);
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "API_address_delete() Delete %s%s %s address %p for peer '%s'\n",
+      session_only ? "session for " : "", address->active ? "active" : "inactive", address->plugin,
+      address->addr, GNUNET_i2s (&address->peer));
+
+  agent = ril_get_agent (s, &address->peer, GNUNET_NO);
+  if (NULL == agent)
+  {
+    net = address->solver_information;
+    GNUNET_assert(!ril_network_is_active (s, net->type));
+    LOG(GNUNET_ERROR_TYPE_DEBUG,
+        "No agent allocated for peer yet, since address was in inactive network\n");
+    return;
+  }
+
+  address_index = agent_address_get_index (agent, address);
+  address_wrapped = agent_address_get (agent, address);
+
+  if (NULL == address_wrapped)
+  {
+    net = address->solver_information;
+    GNUNET_assert(!ril_network_is_active (s, net->type));
+    LOG(GNUNET_ERROR_TYPE_DEBUG,
+        "Address not considered by agent, address was in inactive network\n");
+    return;
+  }
+
+  GNUNET_CONTAINER_DLL_remove(agent->addresses_head, agent->addresses_tail, address_wrapped);
+  GNUNET_free(address_wrapped);
+
+  //decrease W
+  m_new = agent->m - RIL_FEATURES_ADDRESS_COUNT;
+  n_new = agent->n - 1;
+
+  for (i = 0; i < agent->n; i++)
+  {
+//    LOG (GNUNET_ERROR_TYPE_DEBUG, "first - cut vectors in W\n");
+    ril_cut_from_vector ((void **) &agent->W[i], sizeof(double),
+        ((s->networks_count * RIL_FEATURES_NETWORK_COUNT) + (address_index * RIL_FEATURES_ADDRESS_COUNT)), RIL_FEATURES_ADDRESS_COUNT, agent->m);
+  }
+//  LOG (GNUNET_ERROR_TYPE_DEBUG, "second - cut action vector out of W\n");
+  GNUNET_free (agent->W[RIL_ACTION_TYPE_NUM + address_index]);
+  ril_cut_from_vector ((void **) &agent->W, sizeof(double *), RIL_ACTION_TYPE_NUM + address_index,
+      1, agent->n);
+  //correct last action
+  if (agent->a_old > (RIL_ACTION_TYPE_NUM + address_index))
+  {
+    agent->a_old -= 1;
+  }
+  else if (agent->a_old == (RIL_ACTION_TYPE_NUM + address_index))
+  {
+    agent->a_old = RIL_ACTION_INVALID;
+  }
+  //decrease old state vector and eligibility vector
+//  LOG (GNUNET_ERROR_TYPE_DEBUG, "third - cut state vector\n");
+  ril_cut_from_vector ((void **) &agent->s_old, sizeof(double),
+      ((s->networks_count * RIL_FEATURES_NETWORK_COUNT) + (address_index * RIL_FEATURES_ADDRESS_COUNT)), RIL_FEATURES_ADDRESS_COUNT, agent->m);
+//  LOG (GNUNET_ERROR_TYPE_DEBUG, "fourth - cut eligibility vector\n");
+  ril_cut_from_vector ((void **) &agent->e, sizeof(double),
+      ((s->networks_count * RIL_FEATURES_NETWORK_COUNT) + (address_index * RIL_FEATURES_ADDRESS_COUNT)), RIL_FEATURES_ADDRESS_COUNT, agent->m);
+  agent->m = m_new;
+  agent->n = n_new;
+
+  LOG (GNUNET_ERROR_TYPE_DEBUG, "address was used: %s\n", address_was_used ? "yes" : "no");
+
+  if (address_was_used)
+  {
+    net = address->solver_information;
+    net->bw_in_assigned -= agent->bw_in;
+    net->bw_out_assigned -= agent->bw_out;
+
+    if (NULL != agent->addresses_head) //if peer has an address left, use it
+    {
+      LOG (GNUNET_ERROR_TYPE_DEBUG, "address left: %p\n", agent->addresses_head->address_naked->addr);
+      //TODO? check if network/bandwidth update can be done more clever/elegant at different function
+      envi_set_active_suggestion (s, agent, agent->addresses_head->address_naked, min_bw, min_bw, GNUNET_NO);
+      net = agent->addresses_head->address_naked->solver_information;
+      net->bw_in_assigned -= min_bw;
+      net->bw_out_assigned -= min_bw;
+    }
+    else
+    {
+      LOG (GNUNET_ERROR_TYPE_DEBUG, "no address left => disconnect\n");
+
+      envi_set_active_suggestion (s, agent, NULL, 0, 0, GNUNET_NO);
+    }
+  }
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "Address deleted\n");
 }
 
 /**
@@ -753,22 +1456,20 @@ GAS_ril_address_delete (void *solver,
  */
 void
 GAS_ril_address_property_changed (void *solver,
-                                                                                                                       struct ATS_Address *address,
-                                                                                                                       uint32_t type,
-                                                                                                                       uint32_t abs_value,
-                                                                                                                       double rel_value)
+    struct ATS_Address *address,
+    uint32_t type,
+    uint32_t abs_value,
+    double rel_value)
 {
-         GNUNET_log (GNUNET_ERROR_TYPE_DEBUG,
-                     "Property `%s' for peer `%s' address %p changed to %.2f \n",
-                     GNUNET_ATS_print_property_type (type),
-                     GNUNET_i2s (&address->peer),
-                     address, rel_value);
-         /*
-          * Nothing to do here, properties are considered in every reward calculation
-          */
+  LOG(GNUNET_ERROR_TYPE_DEBUG,
+      "API_address_property_changed() Property '%s' for peer '%s' address %p changed "
+          "to %.2f \n", GNUNET_ATS_print_property_type (type), GNUNET_i2s (&address->peer),
+      address->addr, rel_value);
+  /*
+   * Nothing to do here, properties are considered in every reward calculation
+   */
 }
 
-
 /**
  * Transport session for this address has changed
  *
@@ -781,18 +1482,17 @@ GAS_ril_address_property_changed (void *solver,
  */
 void
 GAS_ril_address_session_changed (void *solver,
-                                                                                                                       struct ATS_Address *address,
-                                                                                                                       uint32_t cur_session,
-                                                                                                                       uint32_t new_session)
+    struct ATS_Address *address,
+    uint32_t cur_session,
+    uint32_t new_session)
 {
-       //TODO implement
-       /*
-        * Potentially add session activity as a feature in state vector
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_address_session_changed() has been called\n");
+  //TODO? consider session changed in solver behaviour
+  /*
+   * Potentially add session activity as a feature in state vector
+   */
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "API_address_session_changed()\n");
 }
 
-
 /**
  * Usage for this address has changed
  *
@@ -803,15 +1503,15 @@ GAS_ril_address_session_changed (void *solver,
  * @param in_use usage state
  */
 void
-GAS_ril_address_inuse_changed (void *solver,
-                                                                                                                       struct ATS_Address *address,
-                                                                                                                       int in_use)
+GAS_ril_address_inuse_changed (void *solver, struct ATS_Address *address, int in_use)
 {
-       //TODO implement
-       /**
-        * See matthias' email
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_address_inuse_changed() has been called\n");
+  //TODO! consider address_inuse_changed according to matthias' email
+  /**
+   * See matthias' email
+   */
+  LOG(GNUNET_ERROR_TYPE_DEBUG,
+      "API_address_inuse_changed() Usage for %s address of peer '%s' changed to %s\n",
+      address->plugin, GNUNET_i2s (&address->peer), (GNUNET_YES == in_use) ? "USED" : "UNUSED");
 }
 
 /**
@@ -826,15 +1526,43 @@ GAS_ril_address_inuse_changed (void *solver,
  */
 void
 GAS_ril_address_change_network (void *solver,
-                                                                                                                                          struct ATS_Address *address,
-                                                                                                                                          uint32_t current_network,
-                                                                                                                                          uint32_t new_network)
+    struct ATS_Address *address,
+    uint32_t current_network,
+    uint32_t new_network)
 {
-       //TODO implement
-       /*
-        * update network
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_address_change_network() has been called\n");
+  struct GAS_RIL_Handle *s = solver;
+  struct RIL_Peer_Agent *agent;
+  struct RIL_Network *net;
+  uint32_t min_bw = ntohl (GNUNET_CONSTANTS_DEFAULT_BW_IN_OUT.value__);
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG, "API_address_change_network() Network type changed, moving "
+      "%s address of peer %s from '%s' to '%s'\n",
+      (GNUNET_YES == address->active) ? "active" : "inactive", GNUNET_i2s (&address->peer),
+      GNUNET_ATS_print_network_type (current_network), GNUNET_ATS_print_network_type (new_network));
+
+  if (address->active && !ril_network_is_active (solver, new_network))
+  {
+    GAS_ril_address_delete (solver, address, GNUNET_NO);
+    return;
+  }
+
+  agent = ril_get_agent (s, &address->peer, GNUNET_NO);
+  if (NULL == agent)
+  {
+    //no agent there yet, so add as if address is new
+    address->solver_information = ril_get_network (s, new_network);
+    GAS_ril_address_add (s, address, new_network);
+    return;
+  }
+
+  net = ril_get_network (s, current_network);
+  net->bw_in_assigned -= agent->bw_in;
+  net->bw_out_assigned -= agent->bw_out;
+
+  net = ril_get_network (s, new_network);
+  net->bw_in_assigned -= min_bw;
+  net->bw_out_assigned -= min_bw;
+  address->solver_information = net;
 }
 
 /**
@@ -849,14 +1577,17 @@ GAS_ril_address_change_network (void *solver,
  */
 void
 GAS_ril_address_preference_feedback (void *solver,
-                                                                                       void *application,
-                                                                                       const struct GNUNET_PeerIdentity *peer,
-                                                                                       const struct GNUNET_TIME_Relative scope,
-                                                                                       enum GNUNET_ATS_PreferenceKind kind,
-                                                                                       double score)
+    void *application,
+    const struct GNUNET_PeerIdentity *peer,
+    const struct GNUNET_TIME_Relative scope,
+    enum GNUNET_ATS_PreferenceKind kind,
+    double score)
 {
-       //TODO implement
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_address_preference_feedback() has been called\n");
+  //TODO! collect reward until next reward calculation
+  LOG(GNUNET_ERROR_TYPE_DEBUG,
+      "API_address_preference_feedback() Peer '%s' got a feedback of %+.3f from application %s for "
+          "preference %s for %d seconds\n", GNUNET_i2s (peer), "UNKNOWN",
+      GNUNET_ATS_print_preference_type (kind), scope.rel_value_us / 1000000);
 }
 
 /**
@@ -867,27 +1598,28 @@ GAS_ril_address_preference_feedback (void *solver,
 void
 GAS_ril_bulk_start (void *solver)
 {
-       //TODO implement
-       /*
-        * bulk counter up, but not really relevant, because there is no complete calculation of the
-        * bandwidth assignment triggered anyway. Therefore, changes to addresses can come and go as
-        * they want. Consideration: Step-pause during bulk-start-stop period...
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_bulk_start() has been called\n");
+  //TODO? consideration: keep bulk counter and stop agents during bulk
+  /*
+   * bulk counter up, but not really relevant, because there is no complete calculation of the
+   * bandwidth assignment triggered anyway. Therefore, changes to addresses can come and go as
+   * they want. Consideration: Step-pause during bulk-start-stop period...
+   */
+
+  //LOG(GNUNET_ERROR_TYPE_DEBUG, "API_bulk_start()\n");
 }
 
-
 /**
  * Bulk operation done
  */
 void
 GAS_ril_bulk_stop (void *solver)
 {
-       //TODO implement
-       /*
-        * bulk counter down, see bulk_start()
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_bulk_stop() has been called\n");
+  //TODO? consideration: keep bulk counter and stop agents during bulk
+  /*
+   * bulk counter down, see bulk_start()
+   */
+
+  //LOG(GNUNET_ERROR_TYPE_DEBUG, "API_bulk_stop()\n");
 }
 
 /**
@@ -897,24 +1629,33 @@ GAS_ril_bulk_stop (void *solver)
  * @param peer the identity of the peer
  */
 const struct ATS_Address *
-GAS_ril_get_preferred_address (void *solver,
-                               const struct GNUNET_PeerIdentity *peer)
+GAS_ril_get_preferred_address (void *solver, const struct GNUNET_PeerIdentity *peer)
 {
-       //TODO implement
-       /*
-        * connect-only for requested peers, move agent to active list
-        */
-       struct GAS_RIL_Handle *s = solver;
-
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_get_preferred_address() has been called\n");
-
-       if (0 == GNUNET_CONTAINER_multihashmap_contains(s->addresses, &peer->hashPubKey))
-       {
-               return GNUNET_CONTAINER_multihashmap_get(s->addresses, &peer->hashPubKey);
-       }
-
-       GNUNET_log (GNUNET_ERROR_TYPE_ERROR, "No address for peer in addresses\n");
-       return NULL;
+  /*
+   * activate agent, return currently chosen address
+   */
+  struct GAS_RIL_Handle *s = solver;
+  struct RIL_Peer_Agent *agent;
+
+  agent = ril_get_agent (s, peer, GNUNET_YES);
+
+  agent->active = GNUNET_YES;
+
+  envi_set_active_suggestion(s, agent, agent->address_inuse, agent->bw_in, agent->bw_out, GNUNET_YES);
+
+  if (agent->address_inuse)
+  {
+    LOG(GNUNET_ERROR_TYPE_DEBUG,
+        "API_get_preferred_address() Activated agent for peer '%s' with %s address %p\n",
+        GNUNET_i2s (peer), agent->address_inuse->plugin, agent->address_inuse->addr);
+  }
+  else
+  {
+    LOG(GNUNET_ERROR_TYPE_DEBUG,
+            "API_get_preferred_address() Activated agent for peer '%s', but no address available\n", GNUNET_i2s (peer));
+  }
+
+  return agent->address_inuse;
 }
 
 /**
@@ -924,14 +1665,30 @@ GAS_ril_get_preferred_address (void *solver,
  * @param peer the peer
  */
 void
-GAS_ril_stop_get_preferred_address (void *solver,
-                                     const struct GNUNET_PeerIdentity *peer)
+GAS_ril_stop_get_preferred_address (void *solver, const struct GNUNET_PeerIdentity *peer)
 {
-       //TODO implement
-       /*
-        * connect-only for requested peers, move agent to paused list
-        */
-       GNUNET_log (GNUNET_ERROR_TYPE_DEBUG, "ril_stop_get_preferred_address() has been called\n");
+  struct GAS_RIL_Handle *s = solver;
+  struct RIL_Peer_Agent *agent;
+
+  agent = ril_get_agent (s, peer, GNUNET_NO);
+
+  if (NULL == agent)
+  {
+    GNUNET_break(0);
+    return;
+  }
+  if (GNUNET_NO == agent->active)
+  {
+    GNUNET_break(0);
+    return;
+  }
+
+  agent->active = GNUNET_NO;
+  envi_set_active_suggestion(s, agent, agent->address_inuse, agent->bw_in, agent->bw_out, GNUNET_YES);
+
+  LOG(GNUNET_ERROR_TYPE_DEBUG,
+      "API_stop_get_preferred_address() Paused agent for peer '%s' with %s address\n",
+      GNUNET_i2s (peer), agent->address_inuse->plugin);
 }
 
-/* end of gnunet-service-ats-solver_reinf.c */
+/* end of gnunet-service-ats-solver_ril.c */