Add a mention to the replit-code model in the readme. (#1121)

README.md

@@ -67,6 +67,7 @@ We also provide a some command line based examples using state of the art models
 - [Mistral7b-v0.1](./candle-examples/examples/mistral/): a 7b general LLM with
   performance larger than all publicly available 13b models as of 2023-09-28.
 - [StarCoder](./candle-examples/examples/bigcode/): LLM specialized to code generation.
+- [Replit-code-v1.5](./candle-examples/examples/replit-code/): a 3.3b LLM specialized for code completion.
 - [Quantized LLaMA](./candle-examples/examples/quantized/): quantized version of
   the LLaMA model using the same quantization techniques as
   [llama.cpp](https://github.com/ggerganov/llama.cpp).
@@ -155,6 +156,7 @@ If you have an addition to this list, please submit a pull request.
         - Phi v1.5.
         - Mistral 7b v0.1.
         - StableLM-3B-4E1T.
+        - Replit-code-v1.5-3B.
         - T5.
         - Bert.
     - Whisper (multi-lingual support).

candle-examples/examples/replit-code/README.md

@@ -9,37 +9,32 @@ in `bfloat16` (so the GPU version will only work on recent nvidia cards).
 ```bash
 cargo run --example replit-code --release -- --prompt 'def fibonacci(n): '
 ```
-This produces the following output which actually doesn't generate the fibonacci
-series properly.
+This produces the following output.
 
 ```
 def fibonacci(n):  # write Fibonacci series up to n
     """Print a Fibonacci series up to n."""
-
-    assert type(n) == int, "n must be an integer"
-    
-    if (type(fib_list)==None or len==0 ):
-        fib_list = [1]
-        
-    for i in range((len-2)):  # start at 2nd element of list and go until end. 
-        n += 1
-        
-        print("Fibonacci number",n,"is:",i)
-        
-def main():
-    """Call the functions."""
-
-    userInput=input('Enter a positive integer: ')
-    
-    fibonacci(userInput)
+    a, b = 0, 1
+    while a < n:
+        print(a, end=' ')
+        a, b = b, a+b
+    print()
 
 
+def fibonacci_loop(n):  # write Fibonacci series up to n
+    """Print a Fibonacci series up to n."""
+    result = []
+    a, b = 0, 1
+    while a < n:
+        result.append(a)
+        a, b = b, a+b
+    return result
 
 
-    
-    
-
-if __name__ == '__main__':  # only run if this file is called directly. 
-    print("This program prints out Fibonacci numbers.")
-    main()
+def fibonacci_generator(n):  # write Fibonacci series up to n
+    """Print a Fibonacci series up to n."""
+    a, b = 0, 1
+    while a < n:
+        yield a
+        a, b = b, a+b
 ```

candle-examples/examples/replit-code/main.rs

@@ -155,7 +155,7 @@ struct Args {
     tokenizer: Option<String>,
 
     /// Penalty to be applied for repeating tokens, 1. means no penalty.
-    #[arg(long, default_value_t = 1.1)]
+    #[arg(long, default_value_t = 1.)]
     repeat_penalty: f32,
 
     /// The context size to consider for the repeat penalty.