Spaces:
Runtime error
Runtime error
novamysticX
commited on
Commit
•
fca0532
1
Parent(s):
45ca055
Update app.py
Browse files
app.py
CHANGED
@@ -10,17 +10,17 @@ logger = logging.getLogger(__name__)
|
|
10 |
|
11 |
app = FastAPI(title="SQL Coder API")
|
12 |
|
13 |
-
#
|
14 |
-
|
15 |
-
os.makedirs(cache_dir, exist_ok=True)
|
16 |
|
17 |
# Initialize pipeline
|
18 |
try:
|
19 |
-
pipe = pipeline(
|
20 |
-
|
21 |
-
|
22 |
-
|
23 |
-
|
|
|
24 |
logger.info("Pipeline initialized successfully")
|
25 |
except Exception as e:
|
26 |
logger.error(f"Error initializing pipeline: {str(e)}")
|
@@ -32,7 +32,7 @@ class ChatMessage(BaseModel):
|
|
32 |
|
33 |
class QueryRequest(BaseModel):
|
34 |
messages: list[ChatMessage]
|
35 |
-
|
36 |
temperature: float = 0.7
|
37 |
|
38 |
class QueryResponse(BaseModel):
|
@@ -47,10 +47,11 @@ async def generate(request: QueryRequest):
|
|
47 |
# Generate response using pipeline
|
48 |
response = pipe(
|
49 |
formatted_prompt,
|
50 |
-
|
51 |
temperature=request.temperature,
|
52 |
do_sample=True,
|
53 |
-
num_return_sequences=1
|
|
|
54 |
)
|
55 |
|
56 |
# Extract generated text
|
|
|
10 |
|
11 |
app = FastAPI(title="SQL Coder API")
|
12 |
|
13 |
+
# Set environment variable for cache directory
|
14 |
+
os.environ['TRANSFORMERS_CACHE'] = '/home/user/.cache/huggingface'
|
|
|
15 |
|
16 |
# Initialize pipeline
|
17 |
try:
|
18 |
+
pipe = pipeline(
|
19 |
+
"text-generation",
|
20 |
+
model="defog/llama-3-sqlcoder-8b",
|
21 |
+
device_map="auto",
|
22 |
+
model_kwargs={"torch_dtype": "auto"}
|
23 |
+
)
|
24 |
logger.info("Pipeline initialized successfully")
|
25 |
except Exception as e:
|
26 |
logger.error(f"Error initializing pipeline: {str(e)}")
|
|
|
32 |
|
33 |
class QueryRequest(BaseModel):
|
34 |
messages: list[ChatMessage]
|
35 |
+
max_new_tokens: int = 1024
|
36 |
temperature: float = 0.7
|
37 |
|
38 |
class QueryResponse(BaseModel):
|
|
|
47 |
# Generate response using pipeline
|
48 |
response = pipe(
|
49 |
formatted_prompt,
|
50 |
+
max_new_tokens=request.max_new_tokens,
|
51 |
temperature=request.temperature,
|
52 |
do_sample=True,
|
53 |
+
num_return_sequences=1,
|
54 |
+
pad_token_id=pipe.tokenizer.eos_token_id
|
55 |
)
|
56 |
|
57 |
# Extract generated text
|