ankitxraj21 commited on
Commit
a87d89e
·
verified ·
1 Parent(s): ebde5f3

Update inference.py

Browse files
Files changed (1) hide show
  1. inference.py +17 -42
inference.py CHANGED
@@ -4,15 +4,14 @@ import asyncio
4
  import traceback
5
  from dotenv import load_dotenv
6
  from openai import OpenAI
 
7
  from flask import Flask, jsonify, request
8
 
9
  load_dotenv()
10
 
11
  app = Flask(__name__)
12
  env = None
13
- event_loop = None
14
 
15
- # --- LOGGING ---
16
  def log_start(task, env_name, model):
17
  print(f"[START] task={task} env={env_name} model={model}", flush=True)
18
 
@@ -26,19 +25,16 @@ def log_end(success, steps, score, rewards):
26
 
27
  SYSTEM_PROMPT = "You are a Cloud Infrastructure AI. Manage the cluster by choosing actions: 0(Stay), 1(Add Server), 2(Remove), 3(Toggle Spot). Reply with ONLY the integer."
28
 
29
- def get_loop():
30
- global event_loop
31
  try:
32
  loop = asyncio.get_event_loop()
33
  if loop.is_closed():
34
- raise RuntimeError("Loop closed")
35
- return loop
36
  except Exception:
37
- event_loop = asyncio.new_event_loop()
38
- asyncio.set_event_loop(event_loop)
39
- return event_loop
40
-
41
- # --- ROUTES ---
42
 
43
  @app.route('/health', methods=['GET'])
44
  def health():
@@ -49,23 +45,13 @@ def reset():
49
  global env
50
  print("[DEBUG] /reset called", flush=True)
51
  try:
52
- # Step 1 - import environment
53
- print("[DEBUG] importing CloudCostEnv...", flush=True)
54
- from environment import CloudCostEnv
55
- print("[DEBUG] CloudCostEnv imported OK", flush=True)
56
-
57
- # Step 2 - create env
58
- print("[DEBUG] creating env...", flush=True)
59
  env = CloudCostEnv(task="medium")
60
- print("[DEBUG] env created OK", flush=True)
61
-
62
- # Step 3 - reset env
63
- print("[DEBUG] calling env.reset()...", flush=True)
64
- loop = get_loop()
65
- state = loop.run_until_complete(env.reset())
66
- print(f"[DEBUG] reset done, state type: {type(state)}", flush=True)
67
-
68
- # Step 4 - serialize state
69
  if hasattr(state, 'model_dump'):
70
  state_data = state.model_dump()
71
  elif hasattr(state, 'model_dump_json'):
@@ -75,12 +61,6 @@ def reset():
75
  else:
76
  state_data = str(state)
77
 
78
- log_start(
79
- task="daily_peaks",
80
- env_name="CloudEnv-v1",
81
- model=os.getenv("MODEL_NAME", "unknown")
82
- )
83
-
84
  print("[DEBUG] /reset success", flush=True)
85
  return jsonify({"status": "ok", "state": state_data}), 200
86
 
@@ -96,18 +76,13 @@ def reset():
96
  @app.route('/step', methods=['POST'])
97
  def step():
98
  global env
99
- print("[DEBUG] /step called", flush=True)
100
  try:
101
  if env is None:
102
- return jsonify({
103
- "status": "error",
104
- "message": "Call /reset first"
105
- }), 400
106
 
107
  data = request.get_json()
108
  action = int(data.get("action", 0))
109
- loop = get_loop()
110
- state, reward, done = loop.run_until_complete(env.step(action))
111
  log_step(step=1, action=str(action), reward=reward, done=done)
112
 
113
  if hasattr(state, 'model_dump'):
@@ -135,5 +110,5 @@ def step():
135
  }), 500
136
 
137
  if __name__ == "__main__":
138
- print("[BOOT] Starting Flask server on port 7860", flush=True)
139
- app.run(host="0.0.0.0", port=7860, debug=False)
 
4
  import traceback
5
  from dotenv import load_dotenv
6
  from openai import OpenAI
7
+ from environment import CloudCostEnv
8
  from flask import Flask, jsonify, request
9
 
10
  load_dotenv()
11
 
12
  app = Flask(__name__)
13
  env = None
 
14
 
 
15
  def log_start(task, env_name, model):
16
  print(f"[START] task={task} env={env_name} model={model}", flush=True)
17
 
 
25
 
26
  SYSTEM_PROMPT = "You are a Cloud Infrastructure AI. Manage the cluster by choosing actions: 0(Stay), 1(Add Server), 2(Remove), 3(Toggle Spot). Reply with ONLY the integer."
27
 
28
+ def run_async(coro):
 
29
  try:
30
  loop = asyncio.get_event_loop()
31
  if loop.is_closed():
32
+ raise RuntimeError
33
+ return loop.run_until_complete(coro)
34
  except Exception:
35
+ loop = asyncio.new_event_loop()
36
+ asyncio.set_event_loop(loop)
37
+ return loop.run_until_complete(coro)
 
 
38
 
39
  @app.route('/health', methods=['GET'])
40
  def health():
 
45
  global env
46
  print("[DEBUG] /reset called", flush=True)
47
  try:
 
 
 
 
 
 
 
48
  env = CloudCostEnv(task="medium")
49
+ state = run_async(env.reset())
50
+ log_start(
51
+ task="daily_peaks",
52
+ env_name="CloudEnv-v1",
53
+ model=os.getenv("MODEL_NAME", "unknown")
54
+ )
 
 
 
55
  if hasattr(state, 'model_dump'):
56
  state_data = state.model_dump()
57
  elif hasattr(state, 'model_dump_json'):
 
61
  else:
62
  state_data = str(state)
63
 
 
 
 
 
 
 
64
  print("[DEBUG] /reset success", flush=True)
65
  return jsonify({"status": "ok", "state": state_data}), 200
66
 
 
76
  @app.route('/step', methods=['POST'])
77
  def step():
78
  global env
 
79
  try:
80
  if env is None:
81
+ return jsonify({"status": "error", "message": "Call /reset first"}), 400
 
 
 
82
 
83
  data = request.get_json()
84
  action = int(data.get("action", 0))
85
+ state, reward, done = run_async(env.step(action))
 
86
  log_step(step=1, action=str(action), reward=reward, done=done)
87
 
88
  if hasattr(state, 'model_dump'):
 
110
  }), 500
111
 
112
  if __name__ == "__main__":
113
+ print("[BOOT] Flask starting on port 8080", flush=True)
114
+ app.run(host="0.0.0.0", port=8080, debug=False)