From ca910f0592393b7acdbdaf075bf8ed4dfe94756e Mon Sep 17 00:00:00 2001
From: SereneWalden <22496084+SereneWalden@users.noreply.github.com>
Date: Mon, 2 Oct 2023 23:04:41 +0800
Subject: [PATCH 1/6] add actions necessary for st_plan

---
 .../st_game/actions/gen_daily_schedule.py     |  61 +++++++
 .../st_game/actions/gen_hourly_schedule.py    | 164 ++++++++++++++++++
 examples/st_game/actions/task_decomp.py       | 162 +++++++++++++++++
 examples/st_game/actions/wake_up.py           |  45 +++++
 .../st_game/prompts/daily_planning_v6.txt     |  14 ++
 .../prompts/generate_event_triple_v1.txt      |   2 +-
 .../prompts/generate_hourly_schedule_v2.txt   |  18 ++
 .../st_game/prompts/generate_obj_event_v1.txt |  16 ++
 examples/st_game/prompts/task_decomp_v3.txt   |  39 +++++
 examples/st_game/prompts/wake_up_hour_v1.txt  |  12 ++
 10 files changed, 532 insertions(+), 1 deletion(-)
 create mode 100644 examples/st_game/actions/gen_daily_schedule.py
 create mode 100644 examples/st_game/actions/gen_hourly_schedule.py
 create mode 100644 examples/st_game/actions/task_decomp.py
 create mode 100644 examples/st_game/actions/wake_up.py
 create mode 100644 examples/st_game/prompts/daily_planning_v6.txt
 create mode 100644 examples/st_game/prompts/generate_hourly_schedule_v2.txt
 create mode 100644 examples/st_game/prompts/generate_obj_event_v1.txt
 create mode 100644 examples/st_game/prompts/task_decomp_v3.txt
 create mode 100644 examples/st_game/prompts/wake_up_hour_v1.txt

diff --git a/examples/st_game/actions/gen_daily_schedule.py b/examples/st_game/actions/gen_daily_schedule.py
new file mode 100644
index 000000000..0bc743511
--- /dev/null
+++ b/examples/st_game/actions/gen_daily_schedule.py
@@ -0,0 +1,61 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc   : gen_daily_schedule
+
+import datetime
+
+from metagpt.logs import logger
+from metagpt.schema import Message
+
+from ..roles.st_role import STRole
+from .st_action import STAction
+
+class GenDailySchedule(STAction):
+    def __init__(self, name="GenDailySchedule", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm)
+
+    def _func_validate(self, llm_resp: str, prompt: str) -> bool:
+        try: 
+            self._func_cleanup(llm_resp, prompt="")
+        except: 
+            return False
+        return True
+    
+    def _func_cleanup(self, llm_resp: str, prompt: str) -> list:       
+        cr = []
+        _cr = llm_resp.split(")")
+        for i in _cr: 
+            if i[-1].isdigit(): 
+                i = i[:-1].strip()
+                if i[-1] == "." or i[-1] == ",": 
+                    cr += [i[:-1].strip()]
+        return cr 
+
+    def _func_fail_default_resp(self) -> int:
+        fs = ['wake up and complete the morning routine at 6:00 am', 
+            'eat breakfast at 7:00 am', 
+            'read a book from 8:00 am to 12:00 pm', 
+            'have lunch at 12:00 pm', 
+            'take a nap from 1:00 pm to 4:00 pm', 
+            'relax and watch TV from 7:00 pm to 8:00 pm', 
+            'go to bed at 11:00 pm'] 
+        return fs
+    
+    def run(self, role: STRole, wake_up_hour: str):
+            def create_prompt_input(role, wake_up_hour):
+                prompt_input = []
+                prompt_input += [role.scratch.get_str_iss()]
+                prompt_input += [role.scratch.get_str_lifestyle()]
+                prompt_input += [role.scratch.get_str_curr_date_str()]
+                prompt_input += [role.scratch.get_str_firstname()]
+                prompt_input += [f"{str(wake_up_hour)}:00 am"]
+                return prompt_input
+            wake_up_hour = int(wake_up_hour)
+            prompt_template = "daily_planning_v6.txt"
+            prompt_input = create_prompt_input(role, wake_up_hour)
+            prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+            self.fail_default_resp = self._func_fail_default_resp()
+            output = self._run_v1(prompt)
+            output = ([f"wake up and complete the morning routine at {wake_up_hour}:00 am"]
+                        + output)
+            return output
diff --git a/examples/st_game/actions/gen_hourly_schedule.py b/examples/st_game/actions/gen_hourly_schedule.py
new file mode 100644
index 000000000..b823dae01
--- /dev/null
+++ b/examples/st_game/actions/gen_hourly_schedule.py
@@ -0,0 +1,164 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc   : gen_hourly_schedule
+
+import datetime
+import random
+import string
+
+from metagpt.logs import logger
+from metagpt.schema import Message
+
+from ..roles.st_role import STRole
+from .st_action import STAction
+
+def get_random_alphanumeric(i=6, j=6): 
+    """
+    Returns a random alpha numeric strength that has the length of somewhere
+    between i and j. 
+
+    INPUT: 
+        i: min_range for the length
+        j: max_range for the length
+    OUTPUT: 
+        an alpha numeric str with the length of somewhere between i and j.
+    """
+    k = random.randint(i, j)
+    x = ''.join(random.choices(string.ascii_letters + string.digits, k=k))
+    return x
+
+class GenHourlySchedule(STAction):
+    def __init__(self, name="GenHourlySchedule", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm)
+
+    def _func_validate(self, llm_resp: str, prompt: str) -> bool:
+        try: 
+            self._func_cleanup(llm_resp, prompt="")
+        except: 
+            return False
+        return True
+    
+    def _func_cleanup(self, llm_resp: str, prompt: str) -> list:       
+        cr = llm_resp.strip()
+        if cr[-1] == ".":
+            cr = cr[:-1]
+        return cr
+
+    def _func_fail_default_resp(self) -> int:
+        fs = "asleep"
+        return fs
+    
+    def _generate_schedule_for_given_hour(self, role: STRole, 
+                                            curr_hour_str, 
+                                            p_f_ds_hourly_org,
+                                            hour_str,
+                                            intermission2):
+        def create_prompt_input(persona, 
+                                curr_hour_str, 
+                                p_f_ds_hourly_org,
+                                hour_str,
+                                intermission2=None): 
+            schedule_format = ""
+            for i in hour_str: 
+                schedule_format += f"[{persona.scratch.get_str_curr_date_str()} -- {i}]"
+                schedule_format += f" Activity: [Fill in]\n"
+                schedule_format = schedule_format[:-1]
+
+            intermission_str = f"Here the originally intended hourly breakdown of"
+            intermission_str += f" {persona.scratch.get_str_firstname()}'s schedule today: "
+            for count, i in enumerate(persona.scratch.daily_req): 
+                intermission_str += f"{str(count+1)}) {i}, "
+                intermission_str = intermission_str[:-2]
+
+            prior_schedule = ""
+            if p_f_ds_hourly_org: 
+                prior_schedule = "\n"
+                for count, i in enumerate(p_f_ds_hourly_org): 
+                    prior_schedule += f"[(ID:{get_random_alphanumeric()})" 
+                    prior_schedule += f" {persona.scratch.get_str_curr_date_str()} --"
+                    prior_schedule += f" {hour_str[count]}] Activity:"
+                    prior_schedule += f" {persona.scratch.get_str_firstname()}"
+                    prior_schedule += f" is {i}\n"
+
+            prompt_ending = f"[(ID:{get_random_alphanumeric()})"
+            prompt_ending += f" {persona.scratch.get_str_curr_date_str()}"
+            prompt_ending += f" -- {curr_hour_str}] Activity:"
+            prompt_ending += f" {persona.scratch.get_str_firstname()} is"
+
+            if intermission2: 
+                intermission2 = f"\n{intermission2}"
+
+            prompt_input = []
+            prompt_input += [schedule_format]
+            prompt_input += [persona.scratch.get_str_iss()]
+
+            prompt_input += [prior_schedule + "\n"]
+            prompt_input += [intermission_str]
+            if intermission2: 
+                prompt_input += [intermission2]
+            else: 
+                prompt_input += [""]
+                prompt_input += [prompt_ending]
+
+            return prompt_input
+
+        wake_up_hour = int(wake_up_hour)
+        prompt_template = "generate_hourly_schedule_v2.txt"
+        prompt_input = create_prompt_input(role, 
+                                           curr_hour_str, 
+                                            p_f_ds_hourly_org,
+                                            hour_str,
+                                            intermission2)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        self.fail_default_resp = self._func_fail_default_resp()
+        output = self._run_v1(prompt)
+        return output
+    
+    def run(self, role: STRole, wake_up_hour: str):          
+        hour_str = ["00:00 AM", "01:00 AM", "02:00 AM", "03:00 AM", "04:00 AM", 
+                    "05:00 AM", "06:00 AM", "07:00 AM", "08:00 AM", "09:00 AM", 
+                    "10:00 AM", "11:00 AM", "12:00 PM", "01:00 PM", "02:00 PM", 
+                    "03:00 PM", "04:00 PM", "05:00 PM", "06:00 PM", "07:00 PM",
+                    "08:00 PM", "09:00 PM", "10:00 PM", "11:00 PM"]
+        n_m1_activity = []
+        diversity_repeat_count = 3
+        for i in range(diversity_repeat_count): 
+            n_m1_activity_set = set(n_m1_activity)
+            if len(n_m1_activity_set) < 5: 
+                n_m1_activity = []
+                for count, curr_hour_str in enumerate(hour_str): 
+                    if wake_up_hour > 0: 
+                        n_m1_activity += ["sleeping"]
+                        wake_up_hour -= 1
+                    else: 
+                       n_m1_activity += [self._generate_schedule_for_given_hour(
+                                    role, curr_hour_str, n_m1_activity, hour_str)[0]]
+            
+        # Step 1. Compressing the hourly schedule to the following format: 
+        # The integer indicates the number of hours. They should add up to 24. 
+        # [['sleeping', 6], ['waking up and starting her morning routine', 1], 
+        # ['eating breakfast', 1], ['getting ready for the day', 1], 
+        # ['working on her painting', 2], ['taking a break', 1], 
+        # ['having lunch', 1], ['working on her painting', 3], 
+        # ['taking a break', 2], ['working on her painting', 2], 
+        # ['relaxing and watching TV', 1], ['going to bed', 1], ['sleeping', 2]]
+        _n_m1_hourly_compressed = []
+        prev = None 
+        prev_count = 0
+        for i in n_m1_activity: 
+            if i != prev:
+                prev_count = 1 
+                _n_m1_hourly_compressed += [[i, prev_count]]
+                prev = i
+            elif _n_m1_hourly_compressed: 
+                _n_m1_hourly_compressed[-1][1] += 1
+
+        # Step 2. Expand to min scale (from hour scale)
+        # [['sleeping', 360], ['waking up and starting her morning routine', 60], 
+        # ['eating breakfast', 60],..
+        n_m1_hourly_compressed = []
+        for task, duration in _n_m1_hourly_compressed: 
+            n_m1_hourly_compressed += [[task, duration*60]]
+
+        return n_m1_hourly_compressed
+
diff --git a/examples/st_game/actions/task_decomp.py b/examples/st_game/actions/task_decomp.py
new file mode 100644
index 000000000..13bd01727
--- /dev/null
+++ b/examples/st_game/actions/task_decomp.py
@@ -0,0 +1,162 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc   : task_decomp
+
+import datetime
+
+from metagpt.logs import logger
+from metagpt.schema import Message
+
+from ..roles.st_role import STRole
+from ..actions.st_action import STAction
+
+
+class TaskDecomp(STAction):
+
+    def __init__(self, name="TaskDecomp", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm)
+
+    def _func_cleanup(self, llm_resp: str, prompt: str) -> list:
+        # TODO SOMETHING HERE sometimes fails... See screenshot
+        temp = [i.strip() for i in llm_resp.split("\n")]
+        _cr = []
+        cr = []
+        for count, i in enumerate(temp): 
+            if count != 0: 
+                _cr += [" ".join([j.strip () for j in i.split(" ")][3:])]
+            else: 
+                _cr += [i]
+        for count, i in enumerate(_cr): 
+            k = [j.strip() for j in i.split("(duration in minutes:")]
+            task = k[0]
+            if task[-1] == ".": 
+                task = task[:-1]
+            duration = int(k[1].split(",")[0].strip())
+            cr += [[task, duration]]
+
+        total_expected_min = int(prompt.split("(total duration in minutes")[-1]
+                                    .split("):")[0].strip())
+        
+        # TODO -- now, you need to make sure that this is the same as the sum of 
+        #         the current action sequence. 
+        curr_min_slot = [["dummy", -1],] # (task_name, task_index)
+        for count, i in enumerate(cr): 
+            i_task = i[0] 
+            i_duration = i[1]
+
+        i_duration -= (i_duration % 5)
+        if i_duration > 0: 
+            for j in range(i_duration): 
+                curr_min_slot += [(i_task, count)]       
+        curr_min_slot = curr_min_slot[1:]   
+
+        if len(curr_min_slot) > total_expected_min: 
+            last_task = curr_min_slot[60]
+            for i in range(1, 6): 
+                curr_min_slot[-1 * i] = last_task
+        elif len(curr_min_slot) < total_expected_min: 
+            last_task = curr_min_slot[-1]
+            for i in range(total_expected_min - len(curr_min_slot)):
+                curr_min_slot += [last_task]
+
+        cr_ret = [["dummy", -1],]
+        for task, task_index in curr_min_slot: 
+            if task != cr_ret[-1][0]: 
+                cr_ret += [[task, 1]]
+            else: 
+                cr_ret[-1][1] += 1
+        cr = cr_ret[1:]
+
+        return cr
+
+    def _func_validate(self, llm_resp: str, prompt: str) -> bool:
+        # TODO -- this sometimes generates error 
+        try: 
+            self._func_cleanup(llm_resp)
+        except: 
+            return False
+        return True
+
+    def _func_fail_default_resp(self) -> int:
+        fs = ["asleep"]
+        return fs
+
+    def run(self,
+            role: STRole,
+            main_act_dur: int,
+            truncated_act_dur: int,
+            start_time_hour: datetime,
+            end_time_hour: datetime,
+            inserted_act: str,
+            inserted_act_dur: int,
+            *args, **kwargs):
+
+        def create_prompt_input(role, task, duration):
+
+            """
+            Today is Saturday June 25. From 00:00 ~ 06:00am, Maeve is 
+            planning on sleeping, 06:00 ~ 07:00am, Maeve is 
+            planning on waking up and doing her morning routine, 
+            and from 07:00am ~08:00am, Maeve is planning on having breakfast.  
+            """
+            
+            curr_f_org_index = role.scratch.get_f_daily_schedule_hourly_org_index()
+            all_indices = []
+            # if curr_f_org_index > 0: 
+            #   all_indices += [curr_f_org_index-1]
+            all_indices += [curr_f_org_index]
+            if curr_f_org_index+1 <= len(role.scratch.f_daily_schedule_hourly_org): 
+               all_indices += [curr_f_org_index+1]
+            if curr_f_org_index+2 <= len(role.scratch.f_daily_schedule_hourly_org): 
+                all_indices += [curr_f_org_index+2]
+
+            curr_time_range = ""
+
+            print ("DEBUG")
+            print (role.scratch.f_daily_schedule_hourly_org)
+            print (all_indices)
+
+            summ_str = f'Today is {role.scratch.curr_time.strftime("%B %d, %Y")}. '
+            summ_str += f'From '
+            for index in all_indices: 
+                print ("index", index)
+                if index < len(role.scratch.f_daily_schedule_hourly_org): 
+                    start_min = 0
+                    for i in range(index): 
+                        start_min += role.scratch.f_daily_schedule_hourly_org[i][1]
+                        end_min = start_min + role.scratch.f_daily_schedule_hourly_org[index][1]
+                        start_time = (datetime.datetime.strptime("00:00:00", "%H:%M:%S") 
+                                    + datetime.timedelta(minutes=start_min)) 
+                        end_time = (datetime.datetime.strptime("00:00:00", "%H:%M:%S") 
+                                    + datetime.timedelta(minutes=end_min)) 
+                        start_time_str = start_time.strftime("%H:%M%p")
+                        end_time_str = end_time.strftime("%H:%M%p")
+                        summ_str += f"{start_time_str} ~ {end_time_str}, {role.name} is planning on {role.scratch.f_daily_schedule_hourly_org[index][0]}, "
+                        if curr_f_org_index+1 == index:
+                            curr_time_range = f'{start_time_str} ~ {end_time_str}'
+            summ_str = summ_str[:-2] + "."
+
+            prompt_input = []
+            prompt_input += [role.scratch.get_str_iss()]
+            prompt_input += [summ_str]
+            # prompt_input += [role.scratch.get_str_curr_date_str()]
+            prompt_input += [role.scratch.get_str_firstname()]
+            prompt_input += [role.scratch.get_str_firstname()]
+            prompt_input += [task]
+            prompt_input += [curr_time_range]
+            prompt_input += [duration]
+            prompt_input += [role.scratch.get_str_firstname()]
+            return prompt_input
+
+        prompt_input = create_prompt_input(role,
+                                           main_act_dur,
+                                           truncated_act_dur,
+                                           start_time_hour,
+                                           end_time_hour,
+                                           inserted_act,
+                                           inserted_act_dur)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input,
+                                                         "task_decomp_v3.txt")
+        self.fail_default_resp = self._func_fail_default_resp(main_act_dur, truncated_act_dur)
+        output = self._run_v1(prompt)
+        return output
diff --git a/examples/st_game/actions/wake_up.py b/examples/st_game/actions/wake_up.py
new file mode 100644
index 000000000..911c8ebcf
--- /dev/null
+++ b/examples/st_game/actions/wake_up.py
@@ -0,0 +1,45 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc   : wake_up
+
+import datetime
+
+from metagpt.logs import logger
+from metagpt.schema import Message
+
+from ..roles.st_role import STRole
+from ..actions.st_action import STAction
+
+
+class WakeUp(STAction):
+
+    def __init__(self, name="WakeUp", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm)
+
+    def _func_validate(self, llm_resp: str, prompt: str) -> bool:
+        try: 
+            self._func_cleanup(llm_resp, prompt="")
+        except: 
+            return False
+        return True
+    
+    def _func_cleanup(self, llm_resp: str, prompt: str) -> list:       
+        cr = int(llm_resp.strip().lower().split("am")[0])
+        return cr    
+
+    def _func_fail_default_resp(self) -> int:
+        fs = 8
+        return fs
+    
+    def run(self, role: STRole):
+        def create_prompt_input(role): 
+            prompt_input = [role.scratch.get_str_iss(),
+                            role.scratch.get_str_lifestyle(),
+                            role.scratch.get_str_firstname()]
+            return prompt_input
+
+        prompt_input = create_prompt_input(role)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, "wake_up_hour_v1.txt")
+        self.fail_default_resp = self._func_fail_default_resp()
+        output = self._run_v1(prompt)
+        return output
\ No newline at end of file
diff --git a/examples/st_game/prompts/daily_planning_v6.txt b/examples/st_game/prompts/daily_planning_v6.txt
new file mode 100644
index 000000000..dea6a28d7
--- /dev/null
+++ b/examples/st_game/prompts/daily_planning_v6.txt
@@ -0,0 +1,14 @@
+daily_planning_v6.txt
+
+Variables: 
+!<INPUT 0>! -- Commonset
+!<INPUT 1>! -- Lifestyle
+!<INPUT 2>! -- Reverie date time now
+!<INPUT 3>! -- Persona first names
+!<INPUT 4>! -- wake_up_hour
+
+<commentblockmarker>###</commentblockmarker>
+!<INPUT 0>!
+
+In general, !<INPUT 1>!
+Today is !<INPUT 2>!. Here is !<INPUT 3>!'s plan today in broad-strokes (with the time of the day. e.g., have a lunch at 12:00 pm, watch TV from 7 to 8 pm): 1) wake up and complete the morning routine at !<INPUT 4>!, 2)
\ No newline at end of file
diff --git a/examples/st_game/prompts/generate_event_triple_v1.txt b/examples/st_game/prompts/generate_event_triple_v1.txt
index 699ce154c..1e9b7d6d5 100644
--- a/examples/st_game/prompts/generate_event_triple_v1.txt
+++ b/examples/st_game/prompts/generate_event_triple_v1.txt
@@ -27,4 +27,4 @@ Input: Merrie Morris is running on a treadmill.
 Output: (Merrie Morris, run, treadmill)
 ---
 Input: !<INPUT 0>! is !<INPUT 1>!. 
-Output: (!<INPUT 2>!,
\ No newline at end of file
+Output: (!<INPUT 2>!,
diff --git a/examples/st_game/prompts/generate_hourly_schedule_v2.txt b/examples/st_game/prompts/generate_hourly_schedule_v2.txt
new file mode 100644
index 000000000..2d6f5762c
--- /dev/null
+++ b/examples/st_game/prompts/generate_hourly_schedule_v2.txt
@@ -0,0 +1,18 @@
+generate_hourly_schedule_v2.txt
+
+Variables: 
+!<INPUT 0>! -- Schedule format
+!<INPUT 1>! -- Commonset
+!<INPUT 2>! -- prior_schedule
+!<INPUT 3>! -- intermission_str
+!<INPUT 4>! -- intermission 2
+!<INPUT 5>! -- prompt_ending
+
+<commentblockmarker>###</commentblockmarker>
+Hourly schedule format: 
+!<INPUT 0>!
+===
+!<INPUT 1>!
+!<INPUT 2>!
+!<INPUT 3>!!<INPUT 4>!
+!<INPUT 5>!
\ No newline at end of file
diff --git a/examples/st_game/prompts/generate_obj_event_v1.txt b/examples/st_game/prompts/generate_obj_event_v1.txt
new file mode 100644
index 000000000..e8d45e638
--- /dev/null
+++ b/examples/st_game/prompts/generate_obj_event_v1.txt
@@ -0,0 +1,16 @@
+generate_obj_event_v1.txt
+
+Variables: 
+!<INPUT 0>! -- Object name 
+!<INPUT 1>! -- Persona name
+!<INPUT 2>! -- Persona action event description 
+!<INPUT 3>! -- Object name 
+!<INPUT 4>! -- Object name 
+
+<commentblockmarker>###</commentblockmarker>
+Task: We want to understand the state of an object that is being used by someone. 
+
+Let's think step by step. 
+We want to know about !<INPUT 0>!'s state. 
+Step 1. !<INPUT 1>! is at/using the !<INPUT 2>!.
+Step 2. Describe the !<INPUT 3>!'s state: !<INPUT 4>! is
\ No newline at end of file
diff --git a/examples/st_game/prompts/task_decomp_v3.txt b/examples/st_game/prompts/task_decomp_v3.txt
new file mode 100644
index 000000000..2ba016c21
--- /dev/null
+++ b/examples/st_game/prompts/task_decomp_v3.txt
@@ -0,0 +1,39 @@
+task_decomp_v2.txt
+
+Variables: 
+!<INPUT 0>! -- Commonset
+!<INPUT 1>! -- Surrounding schedule description
+!<INPUT 2>! -- Persona first name
+!<INPUT 3>! -- Persona first name
+!<INPUT 4>! -- Current action
+!<INPUT 5>! -- curr time range
+!<INPUT 6>! -- Current action duration in min
+!<INPUT 7>! -- Persona first names
+
+<commentblockmarker>###</commentblockmarker>
+Describe subtasks in 5 min increments. 
+---
+Name: Kelly Bronson
+Age: 35
+Backstory: Kelly always wanted to be a teacher, and now she teaches kindergarten. During the week, she dedicates herself to her students, but on the weekends, she likes to try out new restaurants and hang out with friends. She is very warm and friendly, and loves caring for others.
+Personality: sweet, gentle, meticulous
+Location: Kelly is in an older condo that has the following areas: {kitchen, bedroom, dining, porch, office, bathroom, living room, hallway}.
+Currently: Kelly is a teacher during the school year. She teaches at the school but works on lesson plans at home. She is currently living alone in a single bedroom condo.
+Daily plan requirement: Kelly is planning to teach during the morning and work from home in the afternoon.s
+
+Today is Saturday May 10. From 08:00am ~09:00am, Kelly is planning on having breakfast, from 09:00am ~ 12:00pm, Kelly is planning on working on the next day's kindergarten lesson plan, and from 12:00 ~ 13pm, Kelly is planning on taking a break. 
+In 5 min increments, list the subtasks Kelly does when Kelly is working on the next day's kindergarten lesson plan from 09:00am ~ 12:00pm (total duration in minutes: 180):
+1) Kelly is reviewing the kindergarten curriculum standards. (duration in minutes: 15, minutes left: 165)
+2) Kelly is brainstorming ideas for the lesson. (duration in minutes: 30, minutes left: 135)
+3) Kelly is creating the lesson plan. (duration in minutes: 30, minutes left: 105)
+4) Kelly is creating materials for the lesson. (duration in minutes: 30, minutes left: 75)
+5) Kelly is taking a break. (duration in minutes: 15, minutes left: 60)
+6) Kelly is reviewing the lesson plan. (duration in minutes: 30, minutes left: 30)
+7) Kelly is making final changes to the lesson plan. (duration in minutes: 15, minutes left: 15)
+8) Kelly is printing the lesson plan. (duration in minutes: 10, minutes left: 5)
+9) Kelly is putting the lesson plan in her bag. (duration in minutes: 5, minutes left: 0)
+---
+!<INPUT 0>!
+!<INPUT 1>!
+In 5 min increments, list the subtasks !<INPUT 2>! does when !<INPUT 3>! is !<INPUT 4>! from !<INPUT 5>! (total duration in minutes !<INPUT 6>!): 
+1) !<INPUT 7>! is
\ No newline at end of file
diff --git a/examples/st_game/prompts/wake_up_hour_v1.txt b/examples/st_game/prompts/wake_up_hour_v1.txt
new file mode 100644
index 000000000..c0a635654
--- /dev/null
+++ b/examples/st_game/prompts/wake_up_hour_v1.txt
@@ -0,0 +1,12 @@
+wake_up_hour_v1.txt
+
+Variables: 
+!<INPUT 0>! -- Identity Stable Set
+!<INPUT 1>! -- Lifestyle
+!<INPUT 2>! -- Persona first names
+
+<commentblockmarker>###</commentblockmarker>
+!<INPUT 0>!
+
+In general, !<INPUT 1>!
+!<INPUT 2>!'s wake up hour:
\ No newline at end of file

From c7273f1b3ed76ab5d617bd0d5bc58f80fd3880e0 Mon Sep 17 00:00:00 2001
From: SereneWalden <22496084+SereneWalden@users.noreply.github.com>
Date: Wed, 4 Oct 2023 20:52:51 +0800
Subject: [PATCH 2/6] implement GenActionDetails

---
 .../st_game/actions/gen_action_details.py     | 442 ++++++++++++++++++
 examples/st_game/memory/agent_memory.py       |   2 +-
 examples/st_game/plan/st_plan.py              | 275 ++++++++++-
 examples/st_game/roles/st_role.py             |  17 +-
 4 files changed, 714 insertions(+), 22 deletions(-)
 create mode 100644 examples/st_game/actions/gen_action_details.py

diff --git a/examples/st_game/actions/gen_action_details.py b/examples/st_game/actions/gen_action_details.py
new file mode 100644
index 000000000..0b5a78913
--- /dev/null
+++ b/examples/st_game/actions/gen_action_details.py
@@ -0,0 +1,442 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc   : gen_action_details
+
+import datetime
+import random
+
+from metagpt.logs import logger
+from metagpt.schema import Message
+
+from ..roles.st_role import STRole
+from ..maze import Maze
+from .st_action import STAction
+
+    # act_world = maze.access_tile(role.scratch.curr_tile)["world"]
+    # act_sector = maze.access_tile(role.scratch.curr_tile)["sector"]
+    # act_sector = generate_action_sector(act_desp, role, maze)
+    # act_arena = generate_action_arena(act_desp, role, maze, act_world, act_sector)
+    # act_address = f"{act_world}:{act_sector}:{act_arena}"
+    # act_game_object = generate_action_game_object(act_desp, act_address,
+    #                                                 role, maze)
+    # new_address = f"{act_world}:{act_sector}:{act_arena}:{act_game_object}"
+    # act_pron = generate_action_pronunciatio(act_desp, role)
+    # act_event = generate_action_event_triple(act_desp, role)
+    # # Persona's actions also influence the object states. We set those up here. 
+    # act_obj_desp = generate_act_obj_desc(act_game_object, act_desp, role)
+    # act_obj_pron = generate_action_pronunciatio(act_obj_desp, role)
+    # act_obj_event = generate_act_obj_event_triple(act_game_object, 
+    #                                                 act_obj_desp, role)
+    # Adding the action to role's queue. 
+    # role.scratch.add_new_action(new_address, 
+    #                                 int(act_dura), 
+    #                                 act_desp, 
+    #                                 act_pron, 
+    #                                 act_event,
+    #                                 None,
+    #                                 None,
+    #                                 None,
+    #                                 None,
+    #                                 act_obj_desp, 
+    #                                 act_obj_pron, 
+    #                                 act_obj_event)
+    
+class GenActionSector(STAction):
+
+    def __init__(self, name="GenActionSector", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm)
+
+    def _func_cleanup(self, llm_resp: str, prompt: str):
+        cleaned_response = llm_resp.split("}")[0]
+        return cleaned_response  
+
+    def _func_validate(self, llm_resp: str, prompt: str):
+        if len(llm_resp.strip()) < 1: 
+            return False
+        if "}" not in llm_resp:
+            return False
+        if "," in llm_resp: 
+            return False
+        return True       
+
+    def _func_fail_default_resp(self):
+        fs = ("kitchen")
+        return fs   
+
+    def run(self, role: STRole, maze: Maze, act_desp: str):
+        def create_prompt_input(role, maze, act_desp): 
+            act_world = f"{maze.access_tile(role.scratch.curr_tile)['world']}"
+            
+            prompt_input = []
+            
+            prompt_input += [role.scratch.get_str_name()]
+            prompt_input += [role.scratch.living_area.split(":")[1]]
+            x = f"{act_world}:{role.scratch.living_area.split(':')[1]}"
+            prompt_input += [role.s_mem.get_str_accessible_sector_arenas(x)]
+
+
+            prompt_input += [role.scratch.get_str_name()]
+            prompt_input += [f"{maze.access_tile(role.scratch.curr_tile)['sector']}"]
+            x = f"{act_world}:{maze.access_tile(role.scratch.curr_tile)['sector']}"
+            prompt_input += [role.s_mem.get_str_accessible_sector_arenas(x)]
+
+            if role.scratch.get_str_daily_plan_req() != "": 
+                prompt_input += [f"\n{role.scratch.get_str_daily_plan_req()}"]
+            else: 
+                prompt_input += [""]
+
+
+            # MAR 11 TEMP
+            prompt_input = []
+            act_world = maze.access_tile(role.scratch.curr_tile)["world"]
+            accessible_sector_str = role.s_mem.get_str_accessible_sectors(act_world)
+            curr = accessible_sector_str.split(", ")
+            fin_accessible_sectors = []
+            for i in curr: 
+                if "'s house" in i: 
+                    if role.scratch.last_name in i: 
+                        fin_accessible_sectors += [i]
+            else: 
+                fin_accessible_sectors += [i]
+            accessible_sector_str = ", ".join(fin_accessible_sectors)
+            # END MAR 11 TEMP
+
+            prompt_input += [accessible_sector_str]
+
+            act_desp_1 = act_desp
+            act_desp_2 = act_desp
+            if "(" in act_desp: 
+                act_desp_1 = act_desp.split("(")[0].strip()
+                act_desp_2 = act_desp.split("(")[-1][:-1]
+            prompt_input += [role.scratch.get_str_name()]
+            prompt_input += [act_desp_1]
+
+            prompt_input += [act_desp_2]
+            prompt_input += [role.scratch.get_str_name()]
+            return prompt_input
+        
+        prompt_template = "action_location_sector_v1.txt"
+        prompt_input = create_prompt_input(role, maze, act_desp)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+
+        self.fail_default_resp = self._func_fail_default_resp()
+        output = self._run_v1(prompt)
+        y = f"{maze.access_tile(role.scratch.curr_tile)['world']}"
+        x = [i.strip() for i in role.s_mem.get_str_accessible_sectors(y).split(",")]
+        if output not in x: 
+            # output = random.choice(x)
+            output = role.scratch.living_area.split(":")[1]
+        return output
+
+
+class GenActionArena(STAction):
+    def __init__(self, name="GenActionArena", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm)
+
+    def _func_cleanup(self, llm_resp: str, prompt: str):
+        cleaned_response = llm_resp.split("}")[0]
+        return cleaned_response
+
+    def _func_validate(self, llm_resp: str, prompt: str): 
+        if len(llm_resp.strip()) < 1: 
+            return False
+        if "}" not in llm_resp:
+            return False
+        if "," in llm_resp: 
+            return False
+        return True
+    
+    def _func_fail_default_resp(self):
+        fs = ("kitchen")
+        return fs
+    
+    def run(self, role: STRole, maze: Maze, act_desp: str, act_world: str, act_sector: str):
+        def create_prompt_input(role, maze, act_desp, act_world, act_sector): 
+            prompt_input = []
+            # prompt_input += [role.scratch.get_str_name()]
+            # prompt_input += [maze.access_tile(role.scratch.curr_tile)["arena"]]
+            # prompt_input += [maze.access_tile(role.scratch.curr_tile)["sector"]]
+            prompt_input += [role.scratch.get_str_name()]
+            x = f"{act_world}:{act_sector}"
+            prompt_input += [act_sector]
+
+            # MAR 11 TEMP
+            accessible_arena_str = role.s_mem.get_str_accessible_sector_arenas(x)
+            curr = accessible_arena_str.split(", ")
+            fin_accessible_arenas = []
+            for i in curr: 
+                if "'s room" in i: 
+                    if role.scratch.last_name in i: 
+                        fin_accessible_arenas += [i]
+                else: 
+                    fin_accessible_arenas += [i]
+            accessible_arena_str = ", ".join(fin_accessible_arenas)
+            # END MAR 11 TEMP
+            prompt_input += [accessible_arena_str]
+            act_desp_1 = act_desp
+            act_desp_2 = act_desp
+            if "(" in act_desp: 
+                act_desp_1 = act_desp.split("(")[0].strip()
+                act_desp_2 = act_desp.split("(")[-1][:-1]
+            prompt_input += [role.scratch.get_str_name()]
+            prompt_input += [act_desp_1]
+
+            prompt_input += [act_desp_2]
+            prompt_input += [role.scratch.get_str_name()]
+
+            prompt_input += [act_sector]
+            prompt_input += [accessible_arena_str]
+            return prompt_input
+
+        prompt_template = "action_location_object_vMar11.txt"
+        prompt_input = create_prompt_input(role, maze, act_desp, act_world, act_sector)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        self.fail_default_resp = self._func_fail_default_resp()
+        output = self._run_v1(prompt) 
+        return output
+
+
+class GenActionObject(STAction):
+    def __init__(self, name="GenActionObject", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm)   
+
+    def _func_validate(self, llm_resp: str, prompt: str): 
+        if len(llm_resp.strip()) < 1: 
+            return False
+        return True
+
+    def _func_cleanup(self, llm_resp: str, prompt: str):
+        cleaned_response = llm_resp.strip()
+        return cleaned_response
+
+    def _func_fail_default_resp(self):
+        fs = ("bed")
+        return fs
+
+    def run(self, role: STRole, act_desp: str, temp_address: str):
+
+        def create_prompt_input(role, act_desp, temp_address): 
+            prompt_input = []
+            if "(" in act_desp: 
+                act_desp = act_desp.split("(")[-1][:-1]
+            
+            prompt_input += [act_desp]
+            prompt_input += [role
+                            .s_mem.get_str_accessible_arena_game_objects(temp_address)]
+            return prompt_input
+        
+        prompt_template = "action_object_v2.txt"
+        prompt_input = create_prompt_input(role, act_desp, temp_address)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        self.fail_default_resp = self._func_fail_default_resp()
+        output = self._run_v1(prompt) 
+        x = [i.strip() for i in role.s_mem.get_str_accessible_arena_game_objects(temp_address).split(",")]
+        if output not in x: 
+            output = random.choice(x)
+        return output
+
+
+class GenPronunciatio(STAction):
+    def __init__(self, name="GenPronunciatio", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm) 
+
+    def _func_cleanup(self, llm_resp: str, prompt: str):
+        cr = llm_resp.strip()
+        if len(cr) > 3:
+            cr = cr[:3]
+        return cr
+
+    def _func_validate(self, llm_resp: str, prompt: str): 
+        try: 
+            self._func_cleanup(llm_resp, prompt="")
+            if len(llm_resp) == 0: 
+                return False
+        except: 
+           return False
+        return True 
+
+    def _func_fail_default_resp(self):
+        fs = "😋"
+        return fs
+
+    def run(self, role: STRole, act_desp: str)
+        def create_prompt_input(act_desp): 
+            if "(" in act_desp: 
+                act_desp = act_desp.split("(")[-1].split(")")[0]
+            prompt_input = [act_desp]
+            return prompt_input
+  
+
+        prompt_template = "generate_pronunciatio_v1.txt" 
+        prompt_input = create_prompt_input(act_desp)  
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        example_output = "🛁🧖‍♀️" 
+        special_instruction = "The value for the output must ONLY contain the emojis." 
+        self.fail_default_resp = self._func_fail_default_resp()
+        output = self._run_v2(prompt, example_output, special_instruction)
+        return output
+
+
+class GenEventTriple(STAction):
+    def __init__(self, name="GenEventTriple", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm) 
+
+    def _func_cleanup(self, llm_resp: str, prompt: str):
+        cr = llm_resp.strip()
+        cr = [i.strip() for i in cr.split(")")[0].split(",")]
+        return cr
+
+    def _func_validate(self, llm_resp: str, prompt: str): 
+        try: 
+            llm_resp = self._func_cleanup(llm_resp, prompt="")
+            if len(llm_resp) != 2: 
+                return False
+        except: 
+           return False
+        return True 
+
+    def _func_fail_default_resp(self, role): 
+        fs = (role.name, "is", "idle")
+        return fs        
+
+    def run(self, role: STRole, act_desp: str):
+        def create_prompt_input(role, act_desp): 
+            if "(" in act_desp: 
+                act_desp = act_desp.split("(")[-1].split(")")[0]
+            prompt_input = [role.name, 
+                            act_desp,
+                            role.name]
+            return prompt_input
+  
+        prompt_template = "generate_event_triple_v1.txt"
+        prompt_input = create_prompt_input(role, act_desp)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        self.fail_default_resp = self._func_fail_default_resp(role)
+        output = self._run_v1(prompt)
+        output = (role.name, output[0], output[1])
+        return output
+
+
+class GenActObjDescription(STAction):
+    def __init__(self, name="GenActObjDescription", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm) 
+
+    def _func_cleanup(self, llm_resp: str, prompt: str):
+        cr = llm_resp.strip()
+        if cr[-1] == ".": cr = cr[:-1]
+        return cr
+
+    def _func_validate(self, llm_resp: str, prompt: str): 
+        try: 
+            llm_resp = self._func_cleanup(llm_resp, prompt="")
+        except: 
+            return False
+        return True 
+
+    def _func_fail_default_resp(self,act_game_object): 
+        fs = f"{act_game_object} is idle"
+        return fs
+        
+    def run(self, role: STRole, act_game_object: str, act_desp: str): 
+        def create_prompt_input(act_game_object, act_desp, role): 
+            prompt_input = [act_game_object, 
+                            role.name,
+                            act_desp,
+                            act_game_object,
+                            act_game_object]
+            return prompt_input
+  
+        prompt_template = "generate_obj_event_v1.txt" ########
+        prompt_input = create_prompt_input(act_game_object, act_desp, role)  ########
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        example_output = "being fixed" ########
+        special_instruction = "The output should ONLY contain the phrase that should go in <fill in>." ########
+        self.fail_default_resp = self._func_fail_default_resp(act_game_object) ########
+        output = self._run_v2(prompt, example_output, special_instruction)
+        return output
+  
+
+class GenObjEventTriple(STAction):
+    def __init__(self, name="GenObjEventTriple", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm) 
+
+    def _func_cleanup(self, llm_resp: str, prompt: str):
+        cr = llm_resp.strip()
+        cr = [i.strip() for i in cr.split(")")[0].split(",")]
+        return cr
+
+    def _func_validate(self, llm_resp: str, prompt: str): 
+        try: 
+            llm_resp = self._func_cleanup(llm_resp, prompt="")
+            if len(llm_resp) != 2: 
+                return False
+        except: return False
+        return True 
+
+    def _func_fail_default_resp(self,act_game_object): 
+        fs = (act_game_object, "is", "idle")
+        return fs
+
+    def run(self, role: STRole, act_game_object, act_obj_desc):
+        def create_prompt_input(act_game_object, act_obj_desc): 
+            prompt_input = [act_game_object, 
+                            act_obj_desc,
+                            act_game_object]
+            return prompt_input
+  
+        prompt_template = "generate_event_triple_v1.txt"
+        prompt_input = create_prompt_input(act_game_object, act_obj_desc)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        self.fail_default_resp = self._func_fail_default_resp(role)
+        output = self._run_v1(prompt)
+        output = (role.name, output[0], output[1])
+        return output
+    
+
+class GenActionDetails(STAction):
+    def __init__(self, name="GenActionDetails", context: list[Message] = None, llm=None):
+        super().__init__(name, context, llm) 
+
+    def _func_cleanup(self, llm_resp: str, prompt: str) -> list:
+        pass
+
+    def _func_validate(self, llm_resp: str, prompt: str) -> bool:
+        # TODO -- this sometimes generates error 
+        try: 
+            self._func_cleanup(llm_resp)
+        except: 
+            return False
+        return True
+
+    def run(self,
+            role: STRole,
+            act_desp: str,
+            act_dura):
+        maze = role._rc.env.maze
+        act_world = maze.access_tile(role.scratch.curr_tile)["world"]
+        act_sector = GenActionSector().run(role, maze, act_desp)
+        act_arena = GenActionArena().run(role, maze, act_desp, act_world, act_sector)
+        act_address = f"{act_world}:{act_sector}:{act_arena}"
+        act_game_object = GenActionObject().run(role, act_desp, act_address)
+        new_address = f"{act_world}:{act_sector}:{act_arena}:{act_game_object}"
+        act_pron = GenPronunciatio().run(role, act_desp)
+        act_event = GenEventTriple().run(role, act_desp)
+        # Persona's actions also influence the object states. We set those up here. 
+        act_obj_desp = GenActObjDescription().run(role, act_game_object, act_desp)
+        act_obj_pron = GenPronunciatio().run(role, act_obj_desp)
+        act_obj_event = GenObjEventTriple().run(role, act_game_object, 
+                                                        act_obj_desp)
+        result_dict = {
+            "action_address": new_address,
+            "action_duration": int(act_dura),
+            "act_desp": act_desp,
+            "action_pronunciatio": act_pron,
+            "action_event": act_event,
+            "chatting_with": None,
+            "chat": None,
+            "chatting_with_buffer": None,
+            "chatting_end_time": None,
+            "act_obj_description": act_obj_desp,
+            "act_obj_pronunciatio": act_obj_pron,
+            "act_obj_event": act_obj_event}
+        return result_dict
diff --git a/examples/st_game/memory/agent_memory.py b/examples/st_game/memory/agent_memory.py
index 60aa4ae81..46f60e640 100644
--- a/examples/st_game/memory/agent_memory.py
+++ b/examples/st_game/memory/agent_memory.py
@@ -32,7 +32,7 @@ class BasicMemory(Message):
         self.memory_id: str = memory_id  # 记忆ID
         self.memory_count: int = memory_count  # 第几个记忆，实际数值与Memory相等
         self.type_count: int = type_count  # 第几种记忆，类型为整数（具体不太理解如何生成的）
-        self.memory_type: str = memory_type  # 记忆类型，包含 event,thought,chat三种类型
+        self.type: str = memory_type  # 记忆类型，包含 event,thought,chat三种类型
         self.depth: str = depth  # 记忆深度，类型为整数
 
         self.created: datetime = created  # 创建时间
diff --git a/examples/st_game/plan/st_plan.py b/examples/st_game/plan/st_plan.py
index 9bdfa28a2..c9504b20b 100644
--- a/examples/st_game/plan/st_plan.py
+++ b/examples/st_game/plan/st_plan.py
@@ -7,24 +7,48 @@ from typing import Union, Tuple
 from datetime import datetime
 import math
 
-from examples.st_game.maze import Maze
-from examples.st_game.plan.converse import agent_conversation
-from examples.st_game.roles.st_role import STRole
-from examples.st_game.actions.decide_to_talk import DecideToTalk
-from examples.st_game.actions.summarize_conv import SummarizeConv
-from examples.st_game.actions.new_decomp_schedule import NewDecompSchedule
+from metagpt.llm import LLM
+from ..maze import Maze
+from ..plan.converse import agent_conversation
+from ..roles.st_role import STRole
+from ..actions.decide_to_talk import DecideToTalk
+from ..actions.summarize_conv import SummarizeConv
+from ..actions.new_decomp_schedule import NewDecompSchedule
+from ..actions.task_decomp import TaskDecomp
+from ..actions.wake_up import WakeUp
+from ..actions.gen_daily_schedule import GenDailySchedule
+from ..actions.gen_hourly_schedule import GenHourlySchedule
+from ..actions.gen_action_details import GenActionDetails
+from ..utils.utils import get_embedding
+from ..memory.retrieve import new_retrieve
 
 
 def plan(role: STRole, maze: Maze, roles: list[STRole], new_day: bool, retrieved: dict):
+    # PART 1: Generate the hourly schedule. 
+    if new_day: 
+        _long_term_planning(role, new_day)
 
+    # PART 2: If the current action has expired, we want to create a new plan.
+    if role.scratch.act_check_finished(): 
+        _determine_action(role, maze)
+
+    # PART 3: If you perceived an event that needs to be responded to (saw 
+    # another role), and retrieved relevant information. 
+    # Step 1: Retrieved may have multiple events represented in it. The first 
+    #         job here is to determine which of the events we want to focus 
+    #         on for the role. 
+    #         <focused_event> takes the form of a dictionary like this: 
+    #         dictionary {["curr_event"] = <ConceptNode>, 
+    #                     ["events"] = [<ConceptNode>, ...], 
+    #                     ["thoughts"] = [<ConceptNode>, ...]}    
     focused_event = False
     if retrieved.keys():
         focused_event = _choose_retrieved(role, retrieved)
 
     # Step 2: Once we choose an event, we need to determine whether the
-    #         persona will take any actions for the perceived event. There are
+    #         role will take any actions for the perceived event. There are
     #         three possible modes of reaction returned by _should_react.
-    #         a) "chat with {target_persona.name}"
+    #         a) "chat with {target_role.name}"
     #         b) "react"
     #         c) False
     if focused_event:
@@ -82,7 +106,7 @@ def _choose_retrieved(role_name: str, retrieved: dict) -> Union[None, dict]:
 
 def _should_react(role: "STRole", retrieved: dict, roles: dict):
     """
-    Determines what form of reaction the persona should exihibit given the
+    Determines what form of reaction the role should exihibit given the
     retrieved values.
     INPUT
       role: Current <STRole> instance whose action we are determining.
@@ -170,7 +194,7 @@ def _should_react(role: "STRole", retrieved: dict, roles: dict):
         else:
             return False  # "keep"
 
-    # If the persona is chatting right now, default to no reaction
+    # If the role is chatting right now, default to no reaction
     scratch = role._rc.scratch
     if scratch.chatting_with:
         return False
@@ -182,7 +206,7 @@ def _should_react(role: "STRole", retrieved: dict, roles: dict):
     curr_event = retrieved["curr_event"]
 
     if ":" not in curr_event.subject:
-        # this is a persona event.
+        # this is a role event.
         if lets_talk(role, roles[curr_event.subject], retrieved):
             return f"chat with {curr_event.subject}"
         react_mode = lets_react(role, roles[curr_event.subject],
@@ -192,11 +216,11 @@ def _should_react(role: "STRole", retrieved: dict, roles: dict):
 
 
 def _chat_react(maze: Maze, role: STRole, reaction_mode: str, roles: list[STRole]):
-    # There are two personas -- the persona who is initiating the conversation
-    # and the persona who is the target. We get the persona instances here.
+    # There are two roles -- the role who is initiating the conversation
+    # and the role who is the target. We get the role instances here.
     init_role = role
     target_role = roles[reaction_mode[9:].strip()]
-    curr_personas = [init_role, target_role]
+    curr_roles = [init_role, target_role]
 
     # Actually creating the conversation here.
     convo, duration_min = generate_convo(maze, init_role, target_role)  # 2222
@@ -215,13 +239,13 @@ def _chat_react(maze: Maze, role: STRole, reaction_mode: str, roles: list[STRole
 
     for role, p in [("init", init_role), ("target", target_role)]:
         if role == "init":
-            act_address = f"<persona> {target_role.name}"
+            act_address = f"<role> {target_role.name}"
             act_event = (p.name, "chat with", target_role.name)
             chatting_with = target_role.name
             chatting_with_buffer = {}
             chatting_with_buffer[target_role.name] = 800
         elif role == "target":
-            act_address = f"<persona> {init_role.name}"
+            act_address = f"<role> {init_role.name}"
             act_event = (p.name, "chat with", init_role.name)
             chatting_with = init_role.name
             chatting_with_buffer = {}
@@ -344,7 +368,7 @@ def generate_convo_summary(role: STRole, conv: list) -> str:
 def generate_new_decomp_schedule(role: STRole, inserted_act: str, inserted_act_dur: int,
                                  start_hour: int, end_hour: int):
     # Step 1: Setting up the core variables for the function.
-    # <p> is the persona whose schedule we are editing right now.
+    # <p> is the role whose schedule we are editing right now.
     p = role
     scratch = role._rc.scratch
     # <today_min_pass> indicates the number of minutes that have passed today.
@@ -381,7 +405,7 @@ def generate_new_decomp_schedule(role: STRole, inserted_act: str, inserted_act_d
         dur_sum += dur
         count += 1
 
-    persona_name = role.name
+    role_name = role.name
     main_act_dur = main_act_dur
 
     x = truncated_act_dur[-1][0].split("(")[0].strip() + " (on the way to " + truncated_act_dur[-1][0].split("(")[-1][
@@ -407,3 +431,218 @@ def generate_new_decomp_schedule(role: STRole, inserted_act: str, inserted_act_d
                                    end_time_hour,
                                    inserted_act,
                                    inserted_act_dur)
+
+
+def _long_term_planning(role: STRole, new_day: bool): 
+    """
+    Formulates the role's daily long-term plan if it is the start of a new 
+    day. This basically has two components: first, we create the wake-up hour, 
+    and second, we create the hourly schedule based on it. 
+    INPUT
+        new_day: Indicates whether the current time signals a "First day",
+                "New day", or False (for neither). This is important because we
+                create the roles' long term planning on the new day. 
+    """
+    # We start by creating the wake up hour for the role. 
+    wake_up_hour = WakeUp().run(role)
+
+    # When it is a new day, we start by creating the daily_req of the role.
+    # Note that the daily_req is a list of strings that describe the role's
+    # day in broad strokes.
+    if new_day == "First day": 
+        # Bootstrapping the daily plan for the start of then generation:
+        # if this is the start of generation (so there is no previous day's 
+        # daily requirement, or if we are on a new day, we want to create a new
+        # set of daily requirements.
+        role.scratch.daily_req = GenDailySchedule().run(role, 
+                                                            wake_up_hour)
+    elif new_day == "New day":
+        revise_identity(role)
+
+        # - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - TODO
+        # We need to create a new daily_req here...
+        role.scratch.daily_req = role.scratch.daily_req
+
+    # Based on the daily_req, we create an hourly schedule for the role, 
+    # which is a list of todo items with a time duration (in minutes) that 
+    # add up to 24 hours.
+    role.scratch.f_daily_schedule = GenHourlySchedule().run(role, 
+                                                                wake_up_hour)
+    role.scratch.f_daily_schedule_hourly_org = (role.scratch
+                                                    .f_daily_schedule[:])
+
+
+    # Added March 4 -- adding plan to the memory.
+    thought = f"This is {role.scratch.name}'s plan for {role.scratch.curr_time.strftime('%A %B %d')}:"
+    for i in role.scratch.daily_req: 
+        thought += f" {i},"
+    thought = thought[:-1] + "."
+    created = role.scratch.curr_time
+    expiration = role.scratch.curr_time + datetime.timedelta(days=30)
+    s, p, o = (role.scratch.name, "plan", role.scratch.curr_time.strftime('%A %B %d'))
+    keywords = set(["plan"])
+    thought_poignancy = 5
+    thought_embedding_pair = (thought, get_embedding(thought))
+    role.a_mem.add_thought(created, expiration, s, p, o, 
+                                thought, keywords, thought_poignancy, 
+                                thought_embedding_pair, None)
+
+    # print("Sleeping for 20 seconds...")
+    # time.sleep(10)
+    # print("Done sleeping!")
+
+
+def _determine_action(role: STRole, maze: Maze): 
+    """
+    Creates the next action sequence for the role. 
+    The main goal of this function is to run "add_new_action" on the role's 
+    scratch space, which sets up all the action related variables for the next 
+    action. 
+    As a part of this, the role may need to decompose its hourly schedule as 
+    needed.   
+    INPUT
+        role: Current <Persona> instance whose action we are determining. 
+        maze: Current <Maze> instance. 
+    """
+    def determine_decomp(act_desp, act_dura):
+        """
+        Given an action description and its duration, we determine whether we need
+        to decompose it. If the action is about the agent sleeping, we generally
+        do not want to decompose it, so that's what we catch here. 
+
+        INPUT: 
+        act_desp: the description of the action (e.g., "sleeping")
+        act_dura: the duration of the action in minutes. 
+        OUTPUT: 
+        a boolean. True if we need to decompose, False otherwise. 
+        """
+        if "sleep" not in act_desp and "bed" not in act_desp: 
+            return True
+        elif "sleeping" in act_desp or "asleep" in act_desp or "in bed" in act_desp:
+            return False
+        elif "sleep" in act_desp or "bed" in act_desp: 
+            if act_dura > 60: 
+                return False
+        return True
+
+    # The goal of this function is to get us the action associated with 
+    # <curr_index>. As a part of this, we may need to decompose some large 
+    # chunk actions. 
+    # Importantly, we try to decompose at least two hours worth of schedule at
+    # any given point. 
+    curr_index = role.scratch.get_f_daily_schedule_index()
+    curr_index_60 = role.scratch.get_f_daily_schedule_index(advance=60)
+
+    # * Decompose * 
+    # During the first hour of the day, we need to decompose two hours 
+    # sequence. We do that here. 
+    if curr_index == 0:
+        # This portion is invoked if it is the first hour of the day. 
+        act_desp, act_dura = role.scratch.f_daily_schedule[curr_index]
+        if act_dura >= 60: 
+        # We decompose if the next action is longer than an hour, and fits the
+        # criteria described in determine_decomp.
+            if determine_decomp(act_desp, act_dura): 
+                role.scratch.f_daily_schedule[curr_index:curr_index+1] = (
+                                TaskDecomp().run(role, act_desp, act_dura))
+        if curr_index_60 + 1 < len(role.scratch.f_daily_schedule):
+            act_desp, act_dura = role.scratch.f_daily_schedule[curr_index_60+1]
+            if act_dura >= 60: 
+                if determine_decomp(act_desp, act_dura): 
+                    role.scratch.f_daily_schedule[curr_index_60+1:curr_index_60+2] = (
+                                    TaskDecomp().run(role, act_desp, act_dura))
+
+    if curr_index_60 < len(role.scratch.f_daily_schedule):
+        # If it is not the first hour of the day, this is always invoked (it is
+        # also invoked during the first hour of the day -- to double up so we can
+        # decompose two hours in one go). Of course, we need to have something to
+        # decompose as well, so we check for that too. 
+        if role.scratch.curr_time.hour < 23:
+        # And we don't want to decompose after 11 pm. 
+            act_desp, act_dura = role.scratch.f_daily_schedule[curr_index_60]
+            if act_dura >= 60: 
+                if determine_decomp(act_desp, act_dura): 
+                   role.scratch.f_daily_schedule[curr_index_60:curr_index_60+1] = (
+                                    TaskDecomp().run(role, act_desp, act_dura))
+    # * End of Decompose * 
+
+    # Generate an <Action> instance from the action description and duration. By
+    # this point, we assume that all the relevant actions are decomposed and 
+    # ready in f_daily_schedule. 
+    print ("DEBUG LJSDLFSKJF")
+    for i in role.scratch.f_daily_schedule: print (i)
+    print (curr_index)
+    print (len(role.scratch.f_daily_schedule))
+    print (role.scratch.name)
+    print ("------")
+
+    # 1440
+    x_emergency = 0
+    for i in role.scratch.f_daily_schedule: 
+        x_emergency += i[1]
+    # print ("x_emergency", x_emergency)
+
+    if 1440 - x_emergency > 0: 
+        print ("x_emergency__AAA", x_emergency)
+    role.scratch.f_daily_schedule += [["sleeping", 1440 - x_emergency]]
+    
+    act_desp, act_dura = role.scratch.f_daily_schedule[curr_index] 
+
+    new_action_details = GenActionDetails().run(role, act_desp, act_dura)
+    # Adding the action to role's queue. 
+    role.scratch.add_new_action(**new_action_details)
+    
+
+def revise_identity(role: STRole): 
+    p_name = role.scratch.name
+
+    focal_points = [f"{p_name}'s plan for {role.scratch.get_str_curr_date_str()}.",
+                    f"Important recent events for {p_name}'s life."]
+    retrieved = new_retrieve(role, focal_points)
+
+    statements = "[Statements]\n"
+    for key, val in retrieved.items():
+        for i in val: 
+            statements += f"{i.created.strftime('%A %B %d -- %H:%M %p')}: {i.embedding_key}\n"
+
+    # print (";adjhfno;asdjao;idfjo;af", p_name)
+    plan_prompt = statements + "\n"
+    plan_prompt += f"Given the statements above, is there anything that {p_name} should remember as they plan for"
+    plan_prompt += f" *{role.scratch.curr_time.strftime('%A %B %d')}*? "
+    plan_prompt += f"If there is any scheduling information, be as specific as possible (include date, time, and location if stated in the statement)\n\n"
+    plan_prompt += f"Write the response from {p_name}'s perspective."
+    plan_note = LLM().ask(plan_prompt)
+    # print (plan_note)
+
+    thought_prompt = statements + "\n"
+    thought_prompt += f"Given the statements above, how might we summarize {p_name}'s feelings about their days up to now?\n\n"
+    thought_prompt += f"Write the response from {p_name}'s perspective."
+    thought_note = LLM().ask(thought_prompt)
+    # print (thought_note)
+
+    currently_prompt = f"{p_name}'s status from {(role.scratch.curr_time - datetime.timedelta(days=1)).strftime('%A %B %d')}:\n"
+    currently_prompt += f"{role.scratch.currently}\n\n"
+    currently_prompt += f"{p_name}'s thoughts at the end of {(role.scratch.curr_time - datetime.timedelta(days=1)).strftime('%A %B %d')}:\n" 
+    currently_prompt += (plan_note + thought_note).replace('\n', '') + "\n\n"
+    currently_prompt += f"It is now {role.scratch.curr_time.strftime('%A %B %d')}. Given the above, write {p_name}'s status for {role.scratch.curr_time.strftime('%A %B %d')} that reflects {p_name}'s thoughts at the end of {(role.scratch.curr_time - datetime.timedelta(days=1)).strftime('%A %B %d')}. Write this in third-person talking about {p_name}."
+    currently_prompt += f"If there is any scheduling information, be as specific as possible (include date, time, and location if stated in the statement).\n\n"
+    currently_prompt += "Follow this format below:\nStatus: <new status>"
+    # print ("DEBUG ;adjhfno;asdjao;asdfsidfjo;af", p_name)
+    # print (currently_prompt)
+    new_currently = LLM().ask(currently_prompt)
+    # print (new_currently)
+    # print (new_currently[10:])
+
+    role.scratch.currently = new_currently
+
+    daily_req_prompt = role.scratch.get_str_iss() + "\n"
+    daily_req_prompt += f"Today is {role.scratch.curr_time.strftime('%A %B %d')}. Here is {role.scratch.name}'s plan today in broad-strokes (with the time of the day. e.g., have a lunch at 12:00 pm, watch TV from 7 to 8 pm).\n\n"
+    daily_req_prompt += f"Follow this format (the list should have 4~6 items but no more):\n"
+    daily_req_prompt += f"1. wake up and complete the morning routine at <time>, 2. ..."
+
+    new_daily_req = LLM().ask(daily_req_prompt)
+    new_daily_req = new_daily_req.replace('\n', ' ')
+    print ("WE ARE HERE!!!", new_daily_req)
+    role.scratch.daily_plan_req = new_daily_req
+
+
diff --git a/examples/st_game/roles/st_role.py b/examples/st_game/roles/st_role.py
index 1521d0336..e2db436d9 100644
--- a/examples/st_game/roles/st_role.py
+++ b/examples/st_game/roles/st_role.py
@@ -62,7 +62,6 @@ class STRole(Role):
         self.curr_time = datetime.datetime.strptime(curr_time, "%B %d, %Y, %H:%M:%S")
         self.sec_per_step = sec_per_step
 
-        self.role_tile = (0, 0)
         self.game_obj_cleanup = dict()
 
         super(STRole, self).__init__(name=name,
@@ -90,7 +89,7 @@ class STRole(Role):
         role_env = get_role_environment(self.sim_code, self.name, self.step)
         pt_x = role_env["x"]
         pt_y = role_env["y"]
-        self.role_tile = (pt_x, pt_y)
+        self._rc.scratch.curr_tile = (pt_x, pt_y)
         self._rc.env.maze.tiles[pt_y][pt_x]["events"].add(self.scratch.get_curr_event_and_desc())
 
     @property
@@ -100,6 +99,18 @@ class STRole(Role):
     @property
     def scratch(self):
         return self._rc.scratch
+    
+    @property
+    def role_tile(self):
+        return self.scratch.curr_tile
+    
+    @property
+    def a_mem(self):
+        return self._rc.memory
+
+    @property
+    def s_mem(self):
+        return self._rc.spatial_memory
 
     def load_from(self, folder: Path):
         """
@@ -130,7 +141,7 @@ class STRole(Role):
         # TODO
         pass
 
-    async def observe(self) -> list[BasicMemory]:
+    def observe(self) -> list[BasicMemory]:
         # TODO observe info from maze_env
         """
         Perceive events around the role and saves it to the memory, both events

From a56777edb933e8a346791b0ebdd2800f209ec4ff Mon Sep 17 00:00:00 2001
From: SereneWalden <22496084+SereneWalden@users.noreply.github.com>
Date: Wed, 4 Oct 2023 21:01:17 +0800
Subject: [PATCH 3/6] add tests/roles/

---
 examples/st_game/tests/roles/__init__.py     |  3 +++
 examples/st_game/tests/roles/test_st_role.py | 16 ++++++++++++++++
 2 files changed, 19 insertions(+)
 create mode 100644 examples/st_game/tests/roles/__init__.py
 create mode 100644 examples/st_game/tests/roles/test_st_role.py

diff --git a/examples/st_game/tests/roles/__init__.py b/examples/st_game/tests/roles/__init__.py
new file mode 100644
index 000000000..2bcf8efd0
--- /dev/null
+++ b/examples/st_game/tests/roles/__init__.py
@@ -0,0 +1,3 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc   :
diff --git a/examples/st_game/tests/roles/test_st_role.py b/examples/st_game/tests/roles/test_st_role.py
new file mode 100644
index 000000000..35bc6fbb6
--- /dev/null
+++ b/examples/st_game/tests/roles/test_st_role.py
@@ -0,0 +1,16 @@
+from examples.st_game.roles.st_role import STRole, STRoleContext
+from examples.st_game.memory.agent_memory import BasicMemory
+
+role = STRole(start_date="October 4, 2023", curr_time="October 4, 2023, 00:00:00", 
+                sim_code="base_the_ville_isabella_maria_klaus")
+
+def test_role_init():
+    assert role.role_tile == (126, 46)
+    assert role._rc.env.maze.maze_height == 100
+    assert role._rc.env.maze.maze_width == 140
+
+def test_observe():
+    ret_events = role.observe()
+    assert ret_events
+    for event in ret_events:
+        assert isinstance(event, BasicMemory)
\ No newline at end of file

From 6b7634dc498641db4f577225ebe67f464d9a170c Mon Sep 17 00:00:00 2001
From: SereneWalden <22496084+SereneWalden@users.noreply.github.com>
Date: Wed, 4 Oct 2023 21:02:48 +0800
Subject: [PATCH 4/6] fix indentation

---
 .../st_game/actions/gen_daily_schedule.py     | 34 +++++++++----------
 1 file changed, 17 insertions(+), 17 deletions(-)

diff --git a/examples/st_game/actions/gen_daily_schedule.py b/examples/st_game/actions/gen_daily_schedule.py
index 0bc743511..47dc54482 100644
--- a/examples/st_game/actions/gen_daily_schedule.py
+++ b/examples/st_game/actions/gen_daily_schedule.py
@@ -42,20 +42,20 @@ class GenDailySchedule(STAction):
         return fs
     
     def run(self, role: STRole, wake_up_hour: str):
-            def create_prompt_input(role, wake_up_hour):
-                prompt_input = []
-                prompt_input += [role.scratch.get_str_iss()]
-                prompt_input += [role.scratch.get_str_lifestyle()]
-                prompt_input += [role.scratch.get_str_curr_date_str()]
-                prompt_input += [role.scratch.get_str_firstname()]
-                prompt_input += [f"{str(wake_up_hour)}:00 am"]
-                return prompt_input
-            wake_up_hour = int(wake_up_hour)
-            prompt_template = "daily_planning_v6.txt"
-            prompt_input = create_prompt_input(role, wake_up_hour)
-            prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
-            self.fail_default_resp = self._func_fail_default_resp()
-            output = self._run_v1(prompt)
-            output = ([f"wake up and complete the morning routine at {wake_up_hour}:00 am"]
-                        + output)
-            return output
+        def create_prompt_input(role, wake_up_hour):
+            prompt_input = []
+            prompt_input += [role.scratch.get_str_iss()]
+            prompt_input += [role.scratch.get_str_lifestyle()]
+            prompt_input += [role.scratch.get_str_curr_date_str()]
+            prompt_input += [role.scratch.get_str_firstname()]
+            prompt_input += [f"{str(wake_up_hour)}:00 am"]
+            return prompt_input
+        wake_up_hour = int(wake_up_hour)
+        prompt_template = "daily_planning_v6.txt"
+        prompt_input = create_prompt_input(role, wake_up_hour)
+        prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
+        self.fail_default_resp = self._func_fail_default_resp()
+        output = self._run_v1(prompt)
+        output = ([f"wake up and complete the morning routine at {wake_up_hour}:00 am"]
+                    + output)
+        return output

From f4bb76914b3b3b4637b00022136ecc0ccecf628f Mon Sep 17 00:00:00 2001
From: SereneWalden <22496084+SereneWalden@users.noreply.github.com>
Date: Thu, 5 Oct 2023 19:47:04 +0800
Subject: [PATCH 5/6] add prompt templates and testcases for
 gen_action_details.py

---
 .../st_game/actions/gen_action_details.py     | 42 +++--------
 .../prompts/action_location_object_vMar11.txt | 30 ++++++++
 .../prompts/action_location_sector_v1.txt     | 34 +++++++++
 examples/st_game/prompts/action_object_v2.txt | 32 ++++++++
 .../prompts/generate_pronunciatio_v1.txt      | 10 +++
 .../tests/actions/test_gen_action_details.py  | 73 +++++++++++++++++++
 6 files changed, 188 insertions(+), 33 deletions(-)
 create mode 100644 examples/st_game/prompts/action_location_object_vMar11.txt
 create mode 100644 examples/st_game/prompts/action_location_sector_v1.txt
 create mode 100644 examples/st_game/prompts/action_object_v2.txt
 create mode 100644 examples/st_game/prompts/generate_pronunciatio_v1.txt
 create mode 100644 examples/st_game/tests/actions/test_gen_action_details.py

diff --git a/examples/st_game/actions/gen_action_details.py b/examples/st_game/actions/gen_action_details.py
index 0b5a78913..a734315db 100644
--- a/examples/st_game/actions/gen_action_details.py
+++ b/examples/st_game/actions/gen_action_details.py
@@ -12,34 +12,6 @@ from ..roles.st_role import STRole
 from ..maze import Maze
 from .st_action import STAction
 
-    # act_world = maze.access_tile(role.scratch.curr_tile)["world"]
-    # act_sector = maze.access_tile(role.scratch.curr_tile)["sector"]
-    # act_sector = generate_action_sector(act_desp, role, maze)
-    # act_arena = generate_action_arena(act_desp, role, maze, act_world, act_sector)
-    # act_address = f"{act_world}:{act_sector}:{act_arena}"
-    # act_game_object = generate_action_game_object(act_desp, act_address,
-    #                                                 role, maze)
-    # new_address = f"{act_world}:{act_sector}:{act_arena}:{act_game_object}"
-    # act_pron = generate_action_pronunciatio(act_desp, role)
-    # act_event = generate_action_event_triple(act_desp, role)
-    # # Persona's actions also influence the object states. We set those up here. 
-    # act_obj_desp = generate_act_obj_desc(act_game_object, act_desp, role)
-    # act_obj_pron = generate_action_pronunciatio(act_obj_desp, role)
-    # act_obj_event = generate_act_obj_event_triple(act_game_object, 
-    #                                                 act_obj_desp, role)
-    # Adding the action to role's queue. 
-    # role.scratch.add_new_action(new_address, 
-    #                                 int(act_dura), 
-    #                                 act_desp, 
-    #                                 act_pron, 
-    #                                 act_event,
-    #                                 None,
-    #                                 None,
-    #                                 None,
-    #                                 None,
-    #                                 act_obj_desp, 
-    #                                 act_obj_pron, 
-    #                                 act_obj_event)
     
 class GenActionSector(STAction):
 
@@ -259,7 +231,7 @@ class GenPronunciatio(STAction):
         fs = "😋"
         return fs
 
-    def run(self, role: STRole, act_desp: str)
+    def run(self, role: STRole, act_desp: str):
         def create_prompt_input(act_desp): 
             if "(" in act_desp: 
                 act_desp = act_desp.split("(")[-1].split(")")[0]
@@ -377,15 +349,15 @@ class GenObjEventTriple(STAction):
         fs = (act_game_object, "is", "idle")
         return fs
 
-    def run(self, role: STRole, act_game_object, act_obj_desc):
-        def create_prompt_input(act_game_object, act_obj_desc): 
+    def run(self, role: STRole, act_game_object, act_obj_desp):
+        def create_prompt_input(act_game_object, act_obj_desp): 
             prompt_input = [act_game_object, 
-                            act_obj_desc,
+                            act_obj_desp,
                             act_game_object]
             return prompt_input
   
         prompt_template = "generate_event_triple_v1.txt"
-        prompt_input = create_prompt_input(act_game_object, act_obj_desc)
+        prompt_input = create_prompt_input(act_game_object, act_obj_desp)
         prompt = self.generate_prompt_with_tmpl_filename(prompt_input, prompt_template)
         self.fail_default_resp = self._func_fail_default_resp(role)
         output = self._run_v1(prompt)
@@ -407,6 +379,10 @@ class GenActionDetails(STAction):
         except: 
             return False
         return True
+    
+    def _func_fail_default_resp(self): 
+        fs = {}
+        return fs
 
     def run(self,
             role: STRole,
diff --git a/examples/st_game/prompts/action_location_object_vMar11.txt b/examples/st_game/prompts/action_location_object_vMar11.txt
new file mode 100644
index 000000000..908750646
--- /dev/null
+++ b/examples/st_game/prompts/action_location_object_vMar11.txt
@@ -0,0 +1,30 @@
+Variables: 
+!<INPUT 0>! -- Persona name
+!<INPUT 1>! -- Persona's current arena
+!<INPUT 2>! -- Persona's current sector
+!<INPUT 3>! -- Persona name
+!<INPUT 4>! -- target sector
+!<INPUT 5>! -- Persona's sector's all arenas (minus no access)
+!<INPUT 6>! -- Curr action seq
+!<INPUT 7>! -- Persona name
+!<INPUT 8>! -- Persona's current sector
+
+<commentblockmarker>###</commentblockmarker>
+Jane Anderson is in kitchen in Jane Anderson's house.
+Jane Anderson is going to Jane Anderson's house that has the following areas: {kitchen,  bedroom, bathroom}
+Stay in the current area if the activity can be done there. Never go into other people's rooms unless necessary.
+For cooking, Jane Anderson should go to the following area in Jane Anderson's house:
+Answer: {kitchen}
+---
+Tom Watson is in common room in Tom Watson's apartment. 
+Tom Watson is going to Hobbs Cafe that has the following areas: {cafe}
+Stay in the current area if the activity can be done there. Never go into other people's rooms unless necessary.
+For getting coffee, Tom Watson should go to the following area in Hobbs Cafe:
+Answer: {cafe}
+---
+
+!<INPUT 0>! is going to !<INPUT 1>! that has the following areas: {!<INPUT 2>!}
+* Stay in the current area if the activity can be done there. 
+* NEVER go into other people's rooms unless necessary.
+!<INPUT 3>! is !<INPUT 4>!. For !<INPUT 5>!, !<INPUT 6>! should go to the following area in !<INPUT 7>! (MUST pick one of {!<INPUT 8>!}):
+Answer: {
\ No newline at end of file
diff --git a/examples/st_game/prompts/action_location_sector_v1.txt b/examples/st_game/prompts/action_location_sector_v1.txt
new file mode 100644
index 000000000..f93ed96e0
--- /dev/null
+++ b/examples/st_game/prompts/action_location_sector_v1.txt
@@ -0,0 +1,34 @@
+Variables: 
+!<INPUT 0>! -- Persona name
+!<INPUT 1>! -- Maze all possible sectors
+!<INPUT 2>! -- Persona name
+!<INPUT 3>! -- Persona living sector
+!<INPUT 4>! -- Persona living sector arenas
+!<INPUT 5>! -- Persona name
+!<INPUT 6>! -- Persona current sector
+!<INPUT 7>! -- Persona current sector arenas
+!<INPUT 8>! -- curr action description
+!<INPUT 9>! -- Persona name
+<commentblockmarker>###</commentblockmarker>
+Task -- choose an appropriate area  from the area options for a task at hand. 
+
+Sam Kim lives in {Sam Kim's house} that has Sam Kim's room, bathroom, kitchen.
+Sam Kim is currently in {Sam Kim's house} that has Sam Kim's room, bathroom, kitchen. 
+Area options: {Sam Kim's house, The Rose and Crown Pub, Hobbs Cafe, Oak Hill College, Johnson Park, Harvey Oak Supply Store, The Willows Market and Pharmacy}.
+* Stay in the current area if the activity can be done there. Only go out if the activity needs to take place in another place.
+* Must be one of the "Area options," verbatim.
+For taking a walk, Sam Kim should go to the following area: {Johnson Park}
+---
+Jane Anderson lives in {Oak Hill College Student Dormatory} that has Jane Anderson's room.
+Jane Anderson is currently in {Oak Hill College} that has a classroom, library
+Area options: {Oak Hill College Student Dormatory, The Rose and Crown Pub, Hobbs Cafe, Oak Hill College, Johnson Park, Harvey Oak Supply Store, The Willows Market and Pharmacy}. 
+* Stay in the current area if the activity can be done there. Only go out if the activity needs to take place in another place.
+* Must be one of the "Area options," verbatim.
+For eating dinner, Jane Anderson should go to the following area: {Hobbs Cafe}
+---
+!<INPUT 0>! lives in {!<INPUT 1>!} that has !<INPUT 2>!.
+!<INPUT 3>! is currently in {!<INPUT 4>!} that has !<INPUT 5>!. !<INPUT 6>!
+Area options: {!<INPUT 7>!}. 
+* Stay in the current area if the activity can be done there. Only go out if the activity needs to take place in another place.
+* Must be one of the "Area options," verbatim.
+!<INPUT 8>! is !<INPUT 9>!. For !<INPUT 10>!, !<INPUT 11>! should go to the following area: {
\ No newline at end of file
diff --git a/examples/st_game/prompts/action_object_v2.txt b/examples/st_game/prompts/action_object_v2.txt
new file mode 100644
index 000000000..1a8a78e16
--- /dev/null
+++ b/examples/st_game/prompts/action_object_v2.txt
@@ -0,0 +1,32 @@
+Variables: 
+!<INPUT 0>! -- curr action seq
+!<INPUT 1>! -- Objects available
+
+<commentblockmarker>###</commentblockmarker>
+Current activity: sleep in bed
+Objects available: {bed, easel, closet, painting}
+Pick ONE most relevant object from the objects available: bed
+---
+Current activity: painting
+Objects available: {easel, closet, sink, microwave}
+Pick ONE most relevant object from the objects available: easel
+---
+Current activity: cooking
+Objects available: {stove, sink, fridge, counter}
+Pick ONE most relevant object from the objects available: stove
+---
+Current activity: watch TV
+Objects available: {couch, TV, remote, coffee table}
+Pick ONE most relevant object from the objects available: TV
+---
+Current activity: study
+Objects available: {desk, computer, chair, bookshelf}
+Pick ONE most relevant object from the objects available: desk
+---
+Current activity: talk on the phone
+Objects available: {phone, charger, bed, nightstand}
+Pick ONE most relevant object from the objects available: phone
+---
+Current activity: !<INPUT 0>!
+Objects available: {!<INPUT 1>!}
+Pick ONE most relevant object from the objects available:
\ No newline at end of file
diff --git a/examples/st_game/prompts/generate_pronunciatio_v1.txt b/examples/st_game/prompts/generate_pronunciatio_v1.txt
new file mode 100644
index 000000000..fd208df18
--- /dev/null
+++ b/examples/st_game/prompts/generate_pronunciatio_v1.txt
@@ -0,0 +1,10 @@
+generate_pronunciatio_v1.txt
+
+Variables: 
+!<INPUT 0>! -- Action description
+
+<commentblockmarker>###</commentblockmarker>
+Convert an action description to an emoji (important: use two or less emojis).
+
+Action description: !<INPUT 0>!
+Emoji:
\ No newline at end of file
diff --git a/examples/st_game/tests/actions/test_gen_action_details.py b/examples/st_game/tests/actions/test_gen_action_details.py
new file mode 100644
index 000000000..c84de6e6d
--- /dev/null
+++ b/examples/st_game/tests/actions/test_gen_action_details.py
@@ -0,0 +1,73 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# @Desc   : unittest of actions/gen_action_details.py
+
+from examples.st_game.actions.gen_action_details import (
+    GenActionDetails,
+    GenActionArena,
+    GenActionSector,
+    GenActionObject,
+    GenActObjDescription,
+    GenEventTriple,
+    GenObjEventTriple,
+    GenPronunciatio 
+    )
+from examples.st_game.roles.st_role import STRole
+
+role = STRole(name="Klaus Mueller", start_date="October 4, 2023", curr_time="October 4, 2023, 00:00:00", 
+                sim_code="base_the_ville_isabella_maria_klaus")
+maze = role._rc.env.maze
+act_desp = "klaus mueller starts the day by making a coffee"
+act_dura = "20"
+act_world = maze.access_tile(role.scratch.curr_tile)["world"]
+assert act_world == "the Ville"
+
+sector = GenActionSector().run(role, maze, act_desp)
+arena = GenActionArena().run(role, maze, act_desp, act_world, sector)
+temp_address = f"{act_world}:{sector}:{arena}"
+obj = GenActionObject().run(role, act_desp, temp_address)
+
+act_obj_desp = GenActObjDescription().run(role, obj, act_desp)
+# event_triple = GenEventTriple().run(role, act_desp)
+# obj_triple = GenObjEventTriple().run(role, obj, act_obj_desp)
+
+result_dict = GenActionDetails().run(role, act_desp, act_dura)
+
+def test_gen_action_sector():
+    assert isinstance(sector, str)
+    assert sector in role.s_mem.get_str_accessible_sectors(act_world)
+
+def test_gen_action_arena():
+    assert isinstance(arena, str)
+    assert arena in role.s_mem.get_str_accessible_sector_arenas(f"{act_world}:{sector}")
+
+def test_gen_action_obj():
+    assert isinstance(obj, str)
+    assert obj in role.s_mem.get_str_accessible_arena_game_objects(temp_address)
+
+# def test_gen_event_triple():
+#     assert len(event_triple) == 3
+
+# def test_gen_obj_event_triple():
+#     assert len(obj_triple) == 3
+
+def test_gen_action_details():
+    if result_dict:
+        for key in [
+            "action_address",
+            "action_duration",
+            "act_desp",
+            "action_pronunciatio",
+            "action_event",
+            "chatting_with",
+            "chat",
+            "chatting_with_buffer",
+            "chatting_end_time",
+            "act_obj_description",
+            "act_obj_pronunciatio",
+            "act_obj_event"]:
+            assert key in result_dict
+    assert result_dict["action_address"] == f"{temp_address}:{obj}"
+    assert result_dict["action_duration"] == int(act_dura)
+    assert result_dict["act_obj_description"] == act_obj_desp
+    
\ No newline at end of file

From ab91bcc9a2e4f2bf761efc1523911323d7aa770f Mon Sep 17 00:00:00 2001
From: SereneWalden <22496084+SereneWalden@users.noreply.github.com>
Date: Thu, 5 Oct 2023 20:11:38 +0800
Subject: [PATCH 6/6] fix MemoryTree init, add testcase

---
 examples/st_game/memory/spatial_memory.py     | 6 +++++-
 examples/st_game/tests/test_maze.py           | 3 +++
 examples/st_game/tests/test_spatial_memory.py | 8 +++++---
 3 files changed, 13 insertions(+), 4 deletions(-)

diff --git a/examples/st_game/memory/spatial_memory.py b/examples/st_game/memory/spatial_memory.py
index f9a4847c8..87d16b635 100644
--- a/examples/st_game/memory/spatial_memory.py
+++ b/examples/st_game/memory/spatial_memory.py
@@ -8,10 +8,14 @@ memory that aids in grounding their behavior in the game world.
 import json
 import os
 
+from ..utils.utils import check_if_file_exists
 
 class MemoryTree:
-    def __init__(self) -> None:
+    def __init__(self, f_saved: str): 
         self.tree = {}
+        if check_if_file_exists(f_saved): 
+            with open(f_saved) as f:
+                self.tree = json.load(f)
 
     def set_mem_path(self, f_saved: str):
         if os.path.isfile(f_saved) and os.path.exists(f_saved):
diff --git a/examples/st_game/tests/test_maze.py b/examples/st_game/tests/test_maze.py
index 9c2327703..c81179fe9 100644
--- a/examples/st_game/tests/test_maze.py
+++ b/examples/st_game/tests/test_maze.py
@@ -3,6 +3,9 @@ from ..maze import Maze
 
 def test_maze_init():
     maze = Maze(maze_asset_path=MAZE_ASSET_PATH)
+    assert maze.maze_height == 100
+    assert maze.maze_width == 140
+
 
 
 
diff --git a/examples/st_game/tests/test_spatial_memory.py b/examples/st_game/tests/test_spatial_memory.py
index ee8acd600..579fc9f6f 100644
--- a/examples/st_game/tests/test_spatial_memory.py
+++ b/examples/st_game/tests/test_spatial_memory.py
@@ -2,6 +2,8 @@ from ..utils.const import STORAGE_PATH
 from ..memory.spatial_memory import MemoryTree
 
 def test_spatial_memory():
-    x = STORAGE_PATH.joinpath("base_the_ville_isabella_maria_klaus\personas\Isabella Rodriguez\bootstrap_memory\spatial_memory.json")
-    x = MemoryTree(x)
-    x.print_tree()
\ No newline at end of file
+    f_path = STORAGE_PATH.joinpath("base_the_ville_isabella_maria_klaus/personas/Isabella Rodriguez/bootstrap_memory/spatial_memory.json")
+    x = MemoryTree(f_path)
+    assert x.tree
+    assert "the Ville" in x.tree
+    assert "Isabella Rodriguez's apartment" in x.get_str_accessible_sectors("the Ville")
\ No newline at end of file