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@@ -17,11 +17,11 @@ The main goal is to run the model using 4-bit quantization on a MacBook.
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This was hacked in an evening - I have no idea if it works correctly.
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This was hacked in an evening - I have no idea if it works correctly.
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-So far, I've tested just the 7B model and the generated text starts coherently, but typically degrades significanlty after ~30-40 tokens.
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+So far, I've tested just the 7B model.
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Here is a "typical" run:
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Here is a "typical" run:
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```java
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```java
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-make -j && ./main -m ./models/7B/ggml-model-q4_0.bin -t 8 -n 128
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+make -j && ./main -m ../LLaMA-4bit/7B/ggml-model-q4_0.bin -p "Building a website can be done in 10 simple steps:" -t 8 -n 512
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I llama.cpp build info:
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I llama.cpp build info:
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I UNAME_S: Darwin
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I UNAME_S: Darwin
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I UNAME_P: arm
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I UNAME_P: arm
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@@ -32,33 +32,16 @@ I LDFLAGS: -framework Accelerate
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I CC: Apple clang version 14.0.0 (clang-1400.0.29.202)
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I CC: Apple clang version 14.0.0 (clang-1400.0.29.202)
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I CXX: Apple clang version 14.0.0 (clang-1400.0.29.202)
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I CXX: Apple clang version 14.0.0 (clang-1400.0.29.202)
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-c++ -I. -I./examples -O3 -DNDEBUG -std=c++11 -fPIC -pthread main.cpp ggml.o utils.o -o main -framework Accelerate
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-./main -h
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-usage: ./main [options]
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-
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-options:
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- -h, --help show this help message and exit
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- -s SEED, --seed SEED RNG seed (default: -1)
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- -t N, --threads N number of threads to use during computation (default: 4)
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- -p PROMPT, --prompt PROMPT
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- prompt to start generation with (default: random)
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- -n N, --n_predict N number of tokens to predict (default: 128)
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- --top_k N top-k sampling (default: 40)
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- --top_p N top-p sampling (default: 0.9)
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- --temp N temperature (default: 0.8)
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- -b N, --batch_size N batch size for prompt processing (default: 8)
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- -m FNAME, --model FNAME
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- model path (default: models/llama-7B/ggml-model.bin)
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-
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-main: seed = 1678476633
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-llama_model_load: loading model from './models/7B/ggml-model-q4_0.bin' - please wait ...
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+make: Nothing to be done for `default'.
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+main: seed = 1678486056
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+llama_model_load: loading model from '../LLaMA-4bit/7B/ggml-model-q4_0.bin' - please wait ...
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llama_model_load: n_vocab = 32000
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llama_model_load: n_vocab = 32000
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llama_model_load: n_ctx = 512
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llama_model_load: n_ctx = 512
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llama_model_load: n_embd = 4096
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llama_model_load: n_embd = 4096
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llama_model_load: n_mult = 256
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llama_model_load: n_mult = 256
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llama_model_load: n_head = 32
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llama_model_load: n_head = 32
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llama_model_load: n_layer = 32
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llama_model_load: n_layer = 32
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-llama_model_load: n_rot = 64
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+llama_model_load: n_rot = 128
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llama_model_load: f16 = 2
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llama_model_load: f16 = 2
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llama_model_load: n_ff = 11008
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llama_model_load: n_ff = 11008
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llama_model_load: ggml ctx size = 4529.34 MB
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llama_model_load: ggml ctx size = 4529.34 MB
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@@ -66,24 +49,59 @@ llama_model_load: memory_size = 512.00 MB, n_mem = 16384
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llama_model_load: .................................... done
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llama_model_load: .................................... done
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llama_model_load: model size = 4017.27 MB / num tensors = 291
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llama_model_load: model size = 4017.27 MB / num tensors = 291
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-main: prompt: 'If'
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-main: number of tokens in prompt = 2
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+main: prompt: 'Building a website can be done in 10 simple steps:'
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+main: number of tokens in prompt = 15
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1 -> ''
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1 -> ''
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- 3644 -> 'If'
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+ 8893 -> 'Build'
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+ 292 -> 'ing'
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+ 263 -> ' a'
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+ 4700 -> ' website'
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+ 508 -> ' can'
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+ 367 -> ' be'
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+ 2309 -> ' done'
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+ 297 -> ' in'
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+ 29871 -> ' '
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+ 29896 -> '1'
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+ 29900 -> '0'
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+ 2560 -> ' simple'
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+ 6576 -> ' steps'
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+ 29901 -> ':'
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sampling parameters: temp = 0.800000, top_k = 40, top_p = 0.950000
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sampling parameters: temp = 0.800000, top_k = 40, top_p = 0.950000
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-If you are a fan of the original Star Wars trilogy, then you'll want to see this.
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-If you don't know your Star Wars lore, this will be a huge eye-opening and you will be a little confusing.
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-Awesome movie. [end of text]
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-
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+Building a website can be done in 10 simple steps:
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+1) Select a domain name and web hosting plan
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+2) Complete a sitemap
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+3) List your products
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+4) Write product descriptions
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+5) Create a user account
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+6) Build the template
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+7) Start building the website
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+8) Advertise the website
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+9) Provide email support
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+10) Submit the website to search engines
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+A website is a collection of web pages that are formatted with HTML. HTML is the code that defines what the website looks like and how it behaves.
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+The HTML code is formatted into a template or a format. Once this is done, it is displayed on the user's browser.
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+The web pages are stored in a web server. The web server is also called a host. When the website is accessed, it is retrieved from the server and displayed on the user's computer.
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+A website is known as a website when it is hosted. This means that it is displayed on a host. The host is usually a web server.
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+A website can be displayed on different browsers. The browsers are basically the software that renders the website on the user's screen.
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+A website can also be viewed on different devices such as desktops, tablets and smartphones.
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+Hence, to have a website displayed on a browser, the website must be hosted.
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+A domain name is an address of a website. It is the name of the website.
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+The website is known as a website when it is hosted. This means that it is displayed on a host. The host is usually a web server.
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+A website can be displayed on different browsers. The browsers are basically the software that renders the website on the user’s screen.
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+A website can also be viewed on different devices such as desktops, tablets and smartphones. Hence, to have a website displayed on a browser, the website must be hosted.
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+A domain name is an address of a website. It is the name of the website.
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+A website is an address of a website. It is a collection of web pages that are formatted with HTML. HTML is the code that defines what the website looks like and how it behaves.
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+The HTML code is formatted into a template or a format. Once this is done, it is displayed on the user’s browser.
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+A website is known as a website when it is hosted
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main: mem per token = 14434244 bytes
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main: mem per token = 14434244 bytes
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-main: load time = 1313.77 ms
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-main: sample time = 6.17 ms
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-main: predict time = 3271.53 ms / 54.53 ms per token
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-main: total time = 4797.98 ms
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+main: load time = 1332.48 ms
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+main: sample time = 1081.40 ms
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+main: predict time = 31378.77 ms / 61.41 ms per token
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+main: total time = 34036.74 ms
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```
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```
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## Usage
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## Usage
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