File size: 4,943 Bytes
ba2d62c
25c70ea
bce5f94
ba2d62c
 
 
 
 
 
 
aa09238
bce5f94
 
 
 
aa09238
bce5f94
 
 
 
 
 
 
 
 
 
 
 
 
aa09238
ba2d62c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1cccc5d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dd77059
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
import os
from qdrant_client import QdrantClient
# from cerebras.cloud.sdk import Cerebras

qdrant_client = QdrantClient(
    url=os.environ.get('QDRANT_URL'),
    api_key=os.environ.get('QDRANT_API_KEY'),
)
print(qdrant_client.get_collections())


# client = Cerebras(
#     # This is the default and can be omitted
#     api_key=os.environ.get("CEREBRAS_API_KEY")
# )

# stream = client.chat.completions.create(
#     messages=[
#         {
#             "role": "system",
#             "content": ""
#         }
#     ],
#     model="gpt-oss-120b",
#     stream=True,
#     max_completion_tokens=65536,
#     temperature=1,
#     top_p=1
# )

print()
print(os.environ.get('HF_API_KEY'))
print(os.environ.get('TOGETHER_API_KEY'))
print(os.environ.get('QDRANT_URL'))
print(os.environ.get('QDRANT_API_KEY'))
print(os.environ.get('CEREBRAS_API_KEY'))


"""
Debugging FastAPI:
uvicorn app.py:app --reload

MacOS:
export TOGETHER_API_KEY="YOUR_API_KEY"

Windows:
$env:CEREBRAS_API_KEY = "your_key"
$env:QDRANT_URL = "your_url"
$env:QDRANT_API_KEY = "your_key"
"""


"""Token Count Test
INPUT_token_count:10616
OUTPUT_token_count:4808
AVG_INPUT_token_count:1061.6
AVG_OUTPUT_token_count:480.8
TOTAL_TOKEN_COUNT:[1717 1743 1417 1419 1483 1630 1516 1619 1580 1300]
TOKEN_COUNT_PER_GENERATION - :[15424.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15424.0), 1]

INPUT_token_count:10299.0
OUTPUT_token_count:5628.0
AVG_INPUT_token_count:1029.9
AVG_OUTPUT_token_count:562.8
TOTAL_TOKEN_COUNT:[1852. 1520. 1615. 1790. 1539. 1562. 1290. 1686. 1460. 1613.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15675.5), 2]

INPUT_token_count:9640.0
OUTPUT_token_count:5576.0
AVG_INPUT_token_count:964.0
AVG_OUTPUT_token_count:557.6
TOTAL_TOKEN_COUNT:[1252. 1835. 1490. 1537. 1394. 1620. 1670. 1707. 1458. 1253.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927. 15216.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15522.333333333334), 3]

INPUT_token_count:9356.0
OUTPUT_token_count:5277.0
AVG_INPUT_token_count:935.6
AVG_OUTPUT_token_count:527.7
TOTAL_TOKEN_COUNT:[1368. 1295. 1849. 1523. 1468. 1473. 1486. 1426. 1595. 1150.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927. 15216. 14633.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15300.0), 4]

INPUT_token_count:9828.0
OUTPUT_token_count:4758.0
AVG_INPUT_token_count:982.8
AVG_OUTPUT_token_count:475.8
TOTAL_TOKEN_COUNT:[1820. 1235. 1911. 1591. 1312. 1242. 1372. 1533. 1393. 1177.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927. 15216. 14633. 14586.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15157.2), 5]
"""

import os
from qdrant_client import QdrantClient

qdrant_client = QdrantClient(
    url=os.environ.get('QDRANT_URL'),
    api_key=os.environ.get('QDRANT_API_KEY'),
)
print(qdrant_client.get_collections())

# qdrant_client.recreate_collection(
#     collection_name="programming",
#     vectors_config={
#         "my_vector_name": models.VectorParams(size=1536, distance=models.Distance.COSINE),
#     },
# )
print()
print(os.environ.get('HF_API_KEY'))
print(os.environ.get('TOGETHER_API_KEY'))
print(os.environ.get('QDRANT_URL'))
print(os.environ.get('QDRANT_API_KEY'))
print(os.environ.get('CEREBRAS_API_KEY'))
# cerebras API: your_key


"""
Debugging FastAPI:
uvicorn app.py:app --reload

MacOS:
export TOGETHER_API_KEY="YOUR_API_KEY"

Windows:
$env:CEREBRAS_API_KEY = "your_key"
$env:QDRANT_URL = "your_url"
$env:QDRANT_API_KEY = "your_key"
"""


"""Token Count Test
INPUT_token_count:10616
OUTPUT_token_count:4808
AVG_INPUT_token_count:1061.6
AVG_OUTPUT_token_count:480.8
TOTAL_TOKEN_COUNT:[1717 1743 1417 1419 1483 1630 1516 1619 1580 1300]
TOKEN_COUNT_PER_GENERATION - :[15424.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15424.0), 1]

INPUT_token_count:10299.0
OUTPUT_token_count:5628.0
AVG_INPUT_token_count:1029.9
AVG_OUTPUT_token_count:562.8
TOTAL_TOKEN_COUNT:[1852. 1520. 1615. 1790. 1539. 1562. 1290. 1686. 1460. 1613.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15675.5), 2]

INPUT_token_count:9640.0
OUTPUT_token_count:5576.0
AVG_INPUT_token_count:964.0
AVG_OUTPUT_token_count:557.6
TOTAL_TOKEN_COUNT:[1252. 1835. 1490. 1537. 1394. 1620. 1670. 1707. 1458. 1253.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927. 15216.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15522.333333333334), 3]

INPUT_token_count:9356.0
OUTPUT_token_count:5277.0
AVG_INPUT_token_count:935.6
AVG_OUTPUT_token_count:527.7
TOTAL_TOKEN_COUNT:[1368. 1295. 1849. 1523. 1468. 1473. 1486. 1426. 1595. 1150.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927. 15216. 14633.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15300.0), 4]

INPUT_token_count:9828.0
OUTPUT_token_count:4758.0
AVG_INPUT_token_count:982.8
AVG_OUTPUT_token_count:475.8
TOTAL_TOKEN_COUNT:[1820. 1235. 1911. 1591. 1312. 1242. 1372. 1533. 1393. 1177.]
TOKEN_COUNT_PER_GENERATION - :[15424. 15927. 15216. 14633. 14586.]
AVG_TOKEN_COUNT_PER_GENERATION:[np.float64(15157.2), 5]
"""