ggml : remove bit shuffling (#1405)
* ggml : remove Q4_0 bit shufling (ARM NEON)
* ggml : remove Q4_1 bit shuffling (ARM NEON + reference)
* ggml : nibbles_from_floats() + bytes_from_nibbles() (ARM NEON)
* ggml : remove Q4_2 bit shuffling (WIP, BROKEN)
* ggml : remove Q5_0 bit shuffling (ARM NEON)
* ggml : 2x faster scalar implementations
* ggml : remove Q5_1 bit shuffling (ARM NEON + scalar)
* ggml : simplify scalar dot
* ggml : remove WASM SIMD bit shuffling + remove vzip for ARM 32-bit
* ggml : fix Q4_1 quantization
* ggml : update cuBLAS + normalize variable names
* ggml : remove Q4_2 mode
* ggml : minor formatting
* ggml : fix Q5_0 quantization
* scripts : add script for measuring the time per token
* AVX implementations (#1370)
* ggml : uniform 5th bit extraction
* llama : produce error upon loading old model files
* llama : fix model magic/version write
* ggml : speed-up Q5_0 + Q5_1 at 4 threads
* ggml : preserve old Q4 and Q5 formats
* ggml : simplify Q8_1 - no need for low / high sums anymore
* ggml : fix Q8_0 and Q8_1 rounding
* Revert "AVX implementations (#1370)"
This reverts commit 948d124837.
* ggml : fix AVX2 implementation
* sha : update hashes for 7B and 13B
* readme : update timings + remove warning banner
* llama : update v2 PR number to 1405
* ggml : fix WASM comments
* ggml : back to original bit order
* readme : add note that Q4 and Q5 have been changed
* llama : fix return for unknown version
---------
Co-authored-by: Stephan Walter <stephan@walter.name>
This commit is contained in:
Georgi Gerganov
GitHub
parent
b608b55a3e
commit
b9fd7eee57
1
.gitignore
vendored
1
.gitignore
vendored
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@ -44,5 +44,6 @@ zig-cache/
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ppl-*.txt
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qnt-*.txt
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perf-*.txt
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examples/jeopardy/results.txt
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34
README.md
34
README.md
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@ -7,18 +7,10 @@
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Inference of [LLaMA](https://arxiv.org/abs/2302.13971) model in pure C/C++
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## ⚠️ TEMPORARY NOTICE ABOUT UPCOMING BREAKING CHANGE ⚠️
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**The quantization formats will soon be updated: https://github.com/ggerganov/llama.cpp/pull/1305**
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**All `ggml` model files using the old format will not work with the latest `llama.cpp` code after that change is merged**
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---
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**Hot topics:**
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- Qauntization formats `Q4` and `Q5` have changed - requantize any old models [(info)](https://github.com/ggerganov/llama.cpp/pull/1405)
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- [Roadmap May 2023](https://github.com/ggerganov/llama.cpp/discussions/1220)
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- [New quantization methods](https://github.com/ggerganov/llama.cpp#quantization)
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<details>
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<summary>Table of Contents</summary>
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@ -338,18 +330,18 @@ As the models are currently fully loaded into memory, you will need adequate dis
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Several quantization methods are supported. They differ in the resulting model disk size and inference speed.
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| Model | Measure | F16 | Q4_0 | Q4_1 | Q4_2 | Q5_0 | Q5_1 | Q8_0 |
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|------:|--------------|-------:|-------:|-------:|-------:|-------:|-------:|-------:|
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| 7B | perplexity | 5.9066 | 6.1620 | 6.0910 | 6.1466 | 5.9862 | 5.9481 | 5.9069 |
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| 7B | file size | 13.0G | 4.0G | 4.8G | 4.0G | 4.4G | 4.8G | 7.1G |
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| 7B | ms/tok @ 4th | 128 | 56 | 61 | 84 | 91 | 95 | 75 |
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| 7B | ms/tok @ 8th | 128 | 47 | 55 | 48 | 53 | 59 | 75 |
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| 7B | bits/weight | 16.0 | 5.0 | 6.0 | 5.0 | 5.5 | 6.0 | 9.0 |
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| 13B | perplexity | 5.2543 | 5.3863 | 5.3607 | 5.3513 | 5.2856 | 5.2706 | 5.2548 |
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| 13B | file size | 25.0G | 7.6G | 9.1G | 7.6G | 8.4G | 9.1G | 14G |
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| 13B | ms/tok @ 4th | 239 | 104 | 113 | 160 | 176 | 185 | 141 |
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| 13B | ms/tok @ 8th | 240 | 85 | 99 | 97 | 108 | 117 | 147 |
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| 13B | bits/weight | 16.0 | 5.0 | 6.0 | 5.0 | 5.5 | 6.0 | 9.0 |
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| Model | Measure | F16 | Q4_0 | Q4_1 | Q5_0 | Q5_1 | Q8_0 |
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|------:|--------------|-------:|-------:|-------:|-------:|-------:|-------:|
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| 7B | perplexity | 5.9066 | 6.1620 | 6.0910 | 5.9862 | 5.9481 | 5.9069 |
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| 7B | file size | 13.0G | 4.0G | 4.8G | 4.4G | 4.8G | 7.1G |
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| 7B | ms/tok @ 4th | 128 | 50 | 54 | 75 | 83 | 75 |
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| 7B | ms/tok @ 8th | 123 | 44 | 52 | 53 | 58 | 72 |
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| 7B | bits/weight | 16.0 | 5.0 | 6.0 | 5.5 | 6.0 | 9.0 |
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| 13B | perplexity | 5.2543 | 5.3863 | 5.3607 | 5.2856 | 5.2706 | 5.2548 |
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| 13B | file size | 25.0G | 7.6G | 9.1G | 8.4G | 9.1G | 14G |
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| 13B | ms/tok @ 4th | 239 | 93 | 101 | 150 | 164 | 141 |
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| 13B | ms/tok @ 8th | 240 | 81 | 96 | 96 | 104 | 136 |
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| 13B | bits/weight | 16.0 | 5.0 | 6.0 | 5.5 | 6.0 | 9.0 |
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### Perplexity (measuring model quality)
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28
SHA256SUMS
28
SHA256SUMS
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@ -1,24 +1,27 @@
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700df0d3013b703a806d2ae7f1bfb8e59814e3d06ae78be0c66368a50059f33d models/7B/consolidated.00.pth
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666a4bb533b303bdaf89e1b6a3b6f93535d868de31d903afdc20983dc526c847 models/7B/ggml-model-f16.bin
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99aeb35f26b577fa2732716cca4d8b5ada39a78ea9b2dca2651fc632b5d101b6 models/7B/ggml-model-q4_0.bin
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cc061458339a3eb8bcecbf0a825e9924fb7d1a8150f63cd5d091caa99215aafe models/7B/ggml-model-q4_1.bin
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25b050337a87344da687a7f2adddc03bd99b7f6c140450e836649f3585fb6496 models/7B/ggml-model-q4_2.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/7B/ggml-model-q4_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/7B/ggml-model-q4_1.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/7B/ggml-model-q5_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/7B/ggml-model-q5_1.bin
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7e89e242ddc0dd6f060b43ca219ce8b3e8f08959a72cb3c0855df8bb04d46265 models/7B/params.json
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745bf4e29a4dd6f411e72976d92b452da1b49168a4f41c951cfcc8051823cf08 models/13B/consolidated.00.pth
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d5ccbcc465c71c0de439a5aeffebe8344c68a519bce70bc7f9f92654ee567085 models/13B/consolidated.01.pth
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2b206e9b21fb1076f11cafc624e2af97c9e48ea09312a0962153acc20d45f808 models/13B/ggml-model-f16.bin
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eecb575d325d935157761172e2bf05984dad216eb2b06777b73463cf9b818bab models/13B/ggml-model-q4_0.bin
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d9581b5b88e5622532fe897c9f9b0e67a317d22dd27a6f90fa4ab8c6d23ccdbb models/13B/ggml-model-q4_1.bin
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75a218a47df03f5f96354656329864613abcb67779412b9bc2282b28c1c3cbaa models/13B/ggml-model-q4_2.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/13B/ggml-model-q4_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/13B/ggml-model-q4_1.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/13B/ggml-model-q5_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/13B/ggml-model-q5_1.bin
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4ab77bec4d4405ccb66a97b282574c89a94417e3c32e5f68f37e2876fc21322f models/13B/params.json
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e23294a58552d8cdec5b7e8abb87993b97ea6eced4178ff2697c02472539d067 models/30B/consolidated.00.pth
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4e077b7136c7ae2302e954860cf64930458d3076fcde9443f4d0e939e95903ff models/30B/consolidated.01.pth
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24a87f01028cbd3a12de551dcedb712346c0b5cbdeff1454e0ddf2df9b675378 models/30B/consolidated.02.pth
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1adfcef71420886119544949767f6a56cb6339b4d5fcde755d80fe68b49de93b models/30B/consolidated.03.pth
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7e1b524061a9f4b27c22a12d6d2a5bf13b8ebbea73e99f218809351ed9cf7d37 models/30B/ggml-model-f16.bin
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517b9e525742c42b5478a6280a4b41ec66f46298c57aba7f0453d491682fe42d models/30B/ggml-model-q4_0.bin
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7b75ac615fa369ee593493a7e6ef87542bf0350255db928b22c5a24f6d598bcd models/30B/ggml-model-q4_1.bin
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aadbc9cf806313a55be570f62884eed289d30c313fac3b7838717e01bd553204 models/30B/ggml-model-q4_2.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/30B/ggml-model-q4_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/30B/ggml-model-q4_1.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/30B/ggml-model-q5_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/30B/ggml-model-q5_1.bin
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2c07118ea98d69dbe7810d88520e30288fa994751b337f8fca02b171955f44cb models/30B/params.json
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135c563f6b3938114458183afb01adc9a63bef3d8ff7cccc3977e5d3664ecafe models/65B/consolidated.00.pth
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9a600b37b19d38c7e43809485f70d17d1dc12206c07efa83bc72bb498a568bde models/65B/consolidated.01.pth
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@ -29,8 +32,9 @@ a287c0dfe49081626567c7fe87f74cce5831f58e459b427b5e05567641f47b78 models/65B/con
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72b4eba67a1a3b18cb67a85b70f8f1640caae9b40033ea943fb166bd80a7b36b models/65B/consolidated.06.pth
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d27f5b0677d7ff129ceacd73fd461c4d06910ad7787cf217b249948c3f3bc638 models/65B/consolidated.07.pth
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60758f2384d74e423dffddfd020ffed9d3bb186ebc54506f9c4a787d0f5367b0 models/65B/ggml-model-f16.bin
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01672072136f8be6ca9d7cebe5f86ed316e8b85851b9fe3de951809233cea4f2 models/65B/ggml-model-q4_0.bin
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4743a28aac3e5f32a6e838a815f51d3779de44fbbe251d745251e66c23c5950f models/65B/ggml-model-q4_1.bin
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1b6f6588d0e2ecfe6c4d849088e48e5e3083466b962daa32e3261363e21fc5e9 models/65B/ggml-model-q4_2.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/65B/ggml-model-q4_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/65B/ggml-model-q4_1.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/65B/ggml-model-q5_0.bin
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ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff models/65B/ggml-model-q5_1.bin
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999ed1659b469ccc2a941714c0a9656fa571d17c9f7c8c7589817ca90edef51b models/65B/params.json
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9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347 models/tokenizer.model
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@ -7,12 +7,11 @@
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#include <string>
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static const std::map<std::string, llama_ftype> LLAMA_FTYPE_MAP = {
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{"q4_0", LLAMA_FTYPE_MOSTLY_Q4_0},
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{"q4_1", LLAMA_FTYPE_MOSTLY_Q4_1},
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{"q4_2", LLAMA_FTYPE_MOSTLY_Q4_2},
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{"q5_0", LLAMA_FTYPE_MOSTLY_Q5_0},
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{"q5_1", LLAMA_FTYPE_MOSTLY_Q5_1},
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{"q8_0", LLAMA_FTYPE_MOSTLY_Q8_0},
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{"q4_0", LLAMA_FTYPE_MOSTLY_Q4_0},
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{"q4_1", LLAMA_FTYPE_MOSTLY_Q4_1},
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{"q5_0", LLAMA_FTYPE_MOSTLY_Q5_0},
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{"q5_1", LLAMA_FTYPE_MOSTLY_Q5_1},
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{"q8_0", LLAMA_FTYPE_MOSTLY_Q8_0},
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};
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bool try_parse_ftype(const std::string & ftype_str, llama_ftype & ftype, std::string & ftype_str_out) {
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131
ggml-cuda.cu
131
ggml-cuda.cu
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@ -49,13 +49,6 @@ typedef struct {
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} block_q4_1;
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static_assert(sizeof(block_q4_1) == sizeof(float) * 2 + QK4_1 / 2, "wrong q4_1 block size/padding");
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#define QK4_2 16
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typedef struct {
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half d; // delta
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uint8_t qs[QK4_2 / 2]; // nibbles / quants
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} block_q4_2;
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static_assert(sizeof(block_q4_2) == sizeof(ggml_fp16_t) + QK4_2 / 2, "wrong q4_2 block size/padding");
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#define QK5_0 32
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typedef struct {
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half d; // delta
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@ -81,29 +74,26 @@ typedef struct {
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static_assert(sizeof(block_q8_0) == sizeof(float) + QK8_0, "wrong q8_0 block size/padding");
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static __global__ void dequantize_block_q4_0(const void * vx, float * y) {
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static const int qk = QK4_0;
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const block_q4_0 * x = (const block_q4_0 *) vx;
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const int i = blockIdx.x;
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const float d = x[i].d;
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const uint8_t * pp = x[i].qs;
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for (int j = 0; j < qk/2; ++j) {
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const int x0 = (x[i].qs[j] & 0xf) - 8;
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const int x1 = (x[i].qs[j] >> 4) - 8;
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for (int l = 0; l < QK4_0; l += 2) {
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const uint8_t vi = pp[l/2];
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const int8_t vi0 = vi & 0xf;
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const int8_t vi1 = vi >> 4;
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const float v0 = (vi0 - 8)*d;
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const float v1 = (vi1 - 8)*d;
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y[i*QK4_0 + l + 0] = v0;
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y[i*QK4_0 + l + 1] = v1;
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y[i*qk + j + 0 ] = x0*d;
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y[i*qk + j + qk/2] = x1*d;
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}
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}
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static __global__ void dequantize_block_q4_1(const void * vx, float * y) {
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static const int qk = QK4_1;
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const block_q4_1 * x = (const block_q4_1 *) vx;
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const int i = blockIdx.x;
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@ -111,75 +101,42 @@ static __global__ void dequantize_block_q4_1(const void * vx, float * y) {
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const float d = x[i].d;
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const float m = x[i].m;
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const uint8_t * pp = x[i].qs;
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for (int j = 0; j < qk/2; ++j) {
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const int x0 = (x[i].qs[j] & 0xf);
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const int x1 = (x[i].qs[j] >> 4);
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for (int l = 0; l < QK4_1; l += 2) {
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const uint8_t vi = pp[l/2];
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const int8_t vi0 = vi & 0xf;
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const int8_t vi1 = vi >> 4;
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const float v0 = vi0*d + m;
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const float v1 = vi1*d + m;
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y[i*QK4_1 + l + 0] = v0;
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y[i*QK4_1 + l + 1] = v1;
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}
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}
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static __global__ void dequantize_block_q4_2(const void * vx, float * y) {
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const block_q4_2 * x = (const block_q4_2 *) vx;
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const int i = blockIdx.x;
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const float d = x[i].d;
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const uint8_t * pp = x[i].qs;
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for (int l = 0; l < QK4_2; l += 2) {
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const uint8_t vi = pp[l/2];
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const int8_t vi0 = vi & 0xf;
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const int8_t vi1 = vi >> 4;
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const float v0 = (vi0 - 8)*d;
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const float v1 = (vi1 - 8)*d;
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y[i*QK4_2 + l + 0] = v0;
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y[i*QK4_2 + l + 1] = v1;
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y[i*qk + j + 0 ] = x0*d + m;
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y[i*qk + j + qk/2] = x1*d + m;
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}
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}
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static __global__ void dequantize_block_q5_0(const void * vx, float * y) {
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static const int qk = QK5_0;
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const block_q5_0 * x = (const block_q5_0 *) vx;
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const int i = blockIdx.x;
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const float d = x[i].d;
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const uint8_t * pp = x[i].qs;
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uint32_t qh;
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memcpy(&qh, x[i].qh, sizeof(qh));
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for (int l = 0; l < QK5_0; l += 2) {
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const uint8_t vi = pp[l/2];
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for (int j = 0; j < qk/2; ++j) {
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const uint8_t xh_0 = ((qh >> (j + 0)) << 4) & 0x10;
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const uint8_t xh_1 = ((qh >> (j + 12)) ) & 0x10;
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const int8_t vh0 = ((qh & (1 << (l + 0))) >> (l + 0)) << 4;
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const int8_t vh1 = ((qh & (1 << (l + 1))) >> (l + 1)) << 4;
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const int32_t x0 = ((x[i].qs[j] & 0xf) | xh_0) - 16;
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const int32_t x1 = ((x[i].qs[j] >> 4) | xh_1) - 16;
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const int8_t vi0 = ((vi & 0xf) | vh0);
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const int8_t vi1 = ((vi >> 4) | vh1);
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const float v0 = (vi0 - 16)*d;
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const float v1 = (vi1 - 16)*d;
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y[i*QK5_0 + l + 0] = v0;
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y[i*QK5_0 + l + 1] = v1;
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y[i*qk + j + 0 ] = x0*d;
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y[i*qk + j + qk/2] = x1*d;
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}
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}
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static __global__ void dequantize_block_q5_1(const void * vx, float * y) {
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static const int qk = QK5_1;
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||||
const block_q5_1 * x = (const block_q5_1 *) vx;
|
||||
|
||||
const int i = blockIdx.x;
|
||||
|
|
@ -187,41 +144,32 @@ static __global__ void dequantize_block_q5_1(const void * vx, float * y) {
|
|||
const float d = x[i].d;
|
||||
const float m = x[i].m;
|
||||
|
||||
const uint8_t * pp = x[i].qs;
|
||||
|
||||
uint32_t qh;
|
||||
memcpy(&qh, x[i].qh, sizeof(qh));
|
||||
|
||||
for (int l = 0; l < QK5_1; l += 2) {
|
||||
const uint8_t vi = pp[l/2];
|
||||
for (int j = 0; j < qk/2; ++j) {
|
||||
const uint8_t xh_0 = ((qh >> (j + 0)) << 4) & 0x10;
|
||||
const uint8_t xh_1 = ((qh >> (j + 12)) ) & 0x10;
|
||||
|
||||
const int8_t vh0 = ((qh & (1 << (l + 0))) >> (l + 0)) << 4;
|
||||
const int8_t vh1 = ((qh & (1 << (l + 1))) >> (l + 1)) << 4;
|
||||
const int x0 = (x[i].qs[j] & 0xf) | xh_0;
|
||||
const int x1 = (x[i].qs[j] >> 4) | xh_1;
|
||||
|
||||
const int8_t vi0 = (vi & 0xf) | vh0;
|
||||
const int8_t vi1 = (vi >> 4) | vh1;
|
||||
|
||||
const float v0 = vi0*d + m;
|
||||
const float v1 = vi1*d + m;
|
||||
|
||||
y[i*QK5_1 + l + 0] = v0;
|
||||
y[i*QK5_1 + l + 1] = v1;
|
||||
y[i*qk + j + 0 ] = x0*d + m;
|
||||
y[i*qk + j + qk/2] = x1*d + m;
|
||||
}
|
||||
}
|
||||
|
||||
static __global__ void dequantize_block_q8_0(const void * vx, float * y) {
|
||||
static const int qk = QK8_0;
|
||||
|
||||
const block_q8_0 * x = (const block_q8_0 *) vx;
|
||||
|
||||
const int i = blockIdx.x;
|
||||
|
||||
const float d = x[i].d;
|
||||
|
||||
const int8_t * pp = x[i].qs;
|
||||
|
||||
for (int l = 0; l < QK8_0; l++) {
|
||||
const int8_t vi = pp[l];
|
||||
|
||||
y[i*QK8_0 + l] = vi*d;
|
||||
for (int j = 0; j < qk; ++j) {
|
||||
y[i*qk + j] = x[i].qs[j]*d;
|
||||
}
|
||||
}
|
||||
|
||||
|
|
@ -235,11 +183,6 @@ static void dequantize_row_q4_1_cuda(const void * vx, float * y, int k, cudaStre
|
|||
dequantize_block_q4_1<<<nb, 1, 0, stream>>>(vx, y);
|
||||
}
|
||||
|
||||
static void dequantize_row_q4_2_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
|
||||
const int nb = k / QK4_2;
|
||||
dequantize_block_q4_2<<<nb, 1, 0, stream>>>(vx, y);
|
||||
}
|
||||
|
||||
static void dequantize_row_q5_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
|
||||
const int nb = k / QK5_0;
|
||||
dequantize_block_q5_0<<<nb, 1, 0, stream>>>(vx, y);
|
||||
|
|
@ -274,8 +217,6 @@ static to_fp32_cuda_t ggml_get_to_fp32_cuda(ggml_type type) {
|
|||
return dequantize_row_q4_0_cuda;
|
||||
case GGML_TYPE_Q4_1:
|
||||
return dequantize_row_q4_1_cuda;
|
||||
case GGML_TYPE_Q4_2:
|
||||
return dequantize_row_q4_2_cuda;
|
||||
case GGML_TYPE_Q5_0:
|
||||
return dequantize_row_q5_0_cuda;
|
||||
case GGML_TYPE_Q5_1:
|
||||
|
|
|
|||
|
|
@ -52,26 +52,6 @@ __kernel void dequantize_row_q4_1(__global struct block_q4_1* blocks, __global f
|
|||
result[index + 1] = (vi >> 4) * d + m;
|
||||
}
|
||||
|
||||
struct block_q4_2
|
||||
{
|
||||
ushort d;
|
||||
uchar qs[8];
|
||||
};
|
||||
|
||||
__kernel void dequantize_row_q4_2(__global struct block_q4_2* blocks, __global float* result) {
|
||||
const uint i = get_global_id(0) / 16;
|
||||
const uint l = get_local_id(0);
|
||||
|
||||
const float d = vload_half(0, (__global half*) &blocks[i].d);
|
||||
|
||||
const uchar vi = blocks[i].qs[l];
|
||||
|
||||
const uint index = i*16 + l*2;
|
||||
result[index + 0] = ((vi & 0xf) - 8)*d;
|
||||
result[index + 1] = ((vi >> 4) - 8)*d;
|
||||
}
|
||||
|
||||
|
||||
struct block_q5_0
|
||||
{
|
||||
float d;
|
||||
|
|
@ -167,7 +147,7 @@ static cl_device_id device;
|
|||
static cl_context context;
|
||||
static cl_command_queue queue;
|
||||
static cl_program program;
|
||||
static cl_kernel kernel_q4_0, kernel_q4_1, kernel_q4_2, kernel_q5_0, kernel_q5_1, kernel_q8_0;
|
||||
static cl_kernel kernel_q4_0, kernel_q4_1, kernel_q5_0, kernel_q5_1, kernel_q8_0;
|
||||
static cl_mem cl_buffer_a, cl_buffer_qb, cl_buffer_b, cl_buffer_c;
|
||||
static size_t cl_size_a = 0, cl_size_qb = 0, cl_size_b = 0, cl_size_c = 0;
|
||||
|
||||
|
|
@ -238,8 +218,6 @@ void ggml_cl_init(void) {
|
|||
CL_CHECK(err, "clCreateKernel");
|
||||
kernel_q4_1 = clCreateKernel(program, "dequantize_row_q4_1", &err);
|
||||
CL_CHECK(err, "clCreateKernel");
|
||||
kernel_q4_2 = clCreateKernel(program, "dequantize_row_q4_2", &err);
|
||||
CL_CHECK(err, "clCreateKernel");
|
||||
kernel_q5_0 = clCreateKernel(program, "dequantize_row_q5_0", &err);
|
||||
CL_CHECK(err, "clCreateKernel");
|
||||
kernel_q5_1 = clCreateKernel(program, "dequantize_row_q5_1", &err);
|
||||
|
|
@ -292,12 +270,6 @@ void ggml_cl_sgemm_wrapper(
|
|||
local = 16;
|
||||
size_qb = global * (sizeof(float) * 2 + local) / 32;
|
||||
break;
|
||||
case GGML_TYPE_Q4_2:
|
||||
dequant = true;
|
||||
kernel = kernel_q4_2;
|
||||
local = 8;
|
||||
size_qb = global * (sizeof(ggml_fp16_t) + local) / 16;
|
||||
break;
|
||||
case GGML_TYPE_Q5_0:
|
||||
dequant = true;
|
||||
kernel = kernel_q5_0;
|
||||
|
|
|
|||
4
ggml.h
4
ggml.h
|
|
@ -231,7 +231,7 @@ extern "C" {
|
|||
GGML_TYPE_F16 = 1,
|
||||
GGML_TYPE_Q4_0 = 2,
|
||||
GGML_TYPE_Q4_1 = 3,
|
||||
GGML_TYPE_Q4_2 = 4,
|
||||
// GGML_TYPE_Q4_2 = 4, support has been removed
|
||||
// GGML_TYPE_Q4_3 (5) support has been removed
|
||||
GGML_TYPE_Q5_0 = 6,
|
||||
GGML_TYPE_Q5_1 = 7,
|
||||
|
|
@ -251,7 +251,6 @@ extern "C" {
|
|||
GGML_FTYPE_MOSTLY_Q4_0 = 2, // except 1d tensors
|
||||
GGML_FTYPE_MOSTLY_Q4_1 = 3, // except 1d tensors
|
||||
GGML_FTYPE_MOSTLY_Q4_1_SOME_F16 = 4, // tok_embeddings.weight and output.weight are F16
|
||||
GGML_FTYPE_MOSTLY_Q4_2 = 5, // except 1d tensors
|
||||
GGML_FTYPE_MOSTLY_Q8_0 = 7, // except 1d tensors
|
||||
GGML_FTYPE_MOSTLY_Q5_0 = 8, // except 1d tensors
|
||||
GGML_FTYPE_MOSTLY_Q5_1 = 9, // except 1d tensors
|
||||
|
|
@ -876,7 +875,6 @@ extern "C" {
|
|||
|
||||
GGML_API size_t ggml_quantize_q4_0(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q4_1(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q4_2(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q5_0(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q5_1(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q8_0(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
|
|
|
|||
29
llama.cpp
29
llama.cpp
|
|
@ -402,6 +402,7 @@ enum llama_file_version {
|
|||
LLAMA_FILE_VERSION_GGML,
|
||||
LLAMA_FILE_VERSION_GGMF_V1, // added version field and scores in vocab
|
||||
LLAMA_FILE_VERSION_GGJT_V1, // added padding
|
||||
LLAMA_FILE_VERSION_GGJT_V2, // changed quantization format
|
||||
};
|
||||
|
||||
struct llama_file_loader {
|
||||
|
|
@ -432,6 +433,8 @@ struct llama_file_loader {
|
|||
file_version = LLAMA_FILE_VERSION_GGMF_V1;
|
||||
} else if (magic == 'ggjt' && version == 1) {
|
||||
file_version = LLAMA_FILE_VERSION_GGJT_V1;
|
||||
} else if (magic == 'ggjt' && version == 2) {
|
||||
file_version = LLAMA_FILE_VERSION_GGJT_V2;
|
||||
} else {
|
||||
throw format("unknown (magic, version) combination: %08x, %08x; is this really a GGML file?",
|
||||
magic, version);
|
||||
|
|
@ -482,7 +485,6 @@ struct llama_file_loader {
|
|||
case GGML_TYPE_F16:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q4_2:
|
||||
case GGML_TYPE_Q5_0:
|
||||
case GGML_TYPE_Q5_1:
|
||||
case GGML_TYPE_Q8_0:
|
||||
|
|
@ -527,8 +529,8 @@ struct llama_file_saver {
|
|||
write_vocab();
|
||||
}
|
||||
void write_magic() {
|
||||
file.write_u32('ggjt'); // magic
|
||||
file.write_u32(1); // version
|
||||
file.write_u32(LLAMA_FILE_MAGIC); // magic
|
||||
file.write_u32(LLAMA_FILE_VERSION); // version
|
||||
}
|
||||
void write_hparams(enum llama_ftype new_ftype) {
|
||||
const llama_hparams & hparams = any_file_loader->hparams;
|
||||
|
|
@ -558,7 +560,6 @@ struct llama_file_saver {
|
|||
case GGML_TYPE_F16:
|
||||
case GGML_TYPE_Q4_0:
|
||||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q4_2:
|
||||
case GGML_TYPE_Q5_0:
|
||||
case GGML_TYPE_Q5_1:
|
||||
case GGML_TYPE_Q8_0:
|
||||
|
|
@ -839,9 +840,11 @@ static const char *llama_file_version_name(llama_file_version version) {
|
|||
switch (version) {
|
||||
case LLAMA_FILE_VERSION_GGML: return "'ggml' (old version with low tokenizer quality and no mmap support)";
|
||||
case LLAMA_FILE_VERSION_GGMF_V1: return "ggmf v1 (old version with no mmap support)";
|
||||
case LLAMA_FILE_VERSION_GGJT_V1: return "ggjt v1 (latest)";
|
||||
default: LLAMA_ASSERT(false);
|
||||
case LLAMA_FILE_VERSION_GGJT_V1: return "ggjt v1 (pre #1405)";
|
||||
case LLAMA_FILE_VERSION_GGJT_V2: return "ggjt v2 (latest)";
|
||||
}
|
||||
|
||||
return "unknown";
|
||||
}
|
||||
|
||||
static const char *llama_ftype_name(enum llama_ftype ftype) {
|
||||
|
|
@ -852,7 +855,6 @@ static const char *llama_ftype_name(enum llama_ftype ftype) {
|
|||
case LLAMA_FTYPE_MOSTLY_Q4_1: return "mostly Q4_1";
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_1_SOME_F16:
|
||||
return "mostly Q4_1, some F16";
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_2: return "mostly Q4_2";
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_0: return "mostly Q5_0";
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_1: return "mostly Q5_1";
|
||||
case LLAMA_FTYPE_MOSTLY_Q8_0: return "mostly Q8_0";
|
||||
|
|
@ -918,6 +920,14 @@ static void llama_model_load_internal(
|
|||
fprintf(stderr, "%s: model size = %s\n", __func__, llama_model_type_name(model.type));
|
||||
}
|
||||
|
||||
if (file_version != LLAMA_FILE_VERSION_GGJT_V2) {
|
||||
if (hparams.ftype != LLAMA_FTYPE_ALL_F32 &&
|
||||
hparams.ftype != LLAMA_FTYPE_MOSTLY_F16 &&
|
||||
hparams.ftype != LLAMA_FTYPE_MOSTLY_Q8_0) {
|
||||
throw format("this format is no longer supported (see https://github.com/ggerganov/llama.cpp/pull/1305)");
|
||||
}
|
||||
}
|
||||
|
||||
if (vocab_only) {
|
||||
return;
|
||||
}
|
||||
|
|
@ -1905,7 +1915,6 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s
|
|||
switch (ftype) {
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_0: quantized_type = GGML_TYPE_Q4_0; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_1: quantized_type = GGML_TYPE_Q4_1; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_2: quantized_type = GGML_TYPE_Q4_2; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_0: quantized_type = GGML_TYPE_Q5_0; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_1: quantized_type = GGML_TYPE_Q5_1; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q8_0: quantized_type = GGML_TYPE_Q8_0; break;
|
||||
|
|
@ -2813,9 +2822,9 @@ void llama_print_timings(struct llama_context * ctx) {
|
|||
|
||||
fprintf(stderr, "\n");
|
||||
fprintf(stderr, "%s: load time = %8.2f ms\n", __func__, ctx->t_load_us / 1000.0);
|
||||
fprintf(stderr, "%s: sample time = %8.2f ms / %5d runs (%8.2f ms per run)\n", __func__, 1e-3 * ctx->t_sample_us, n_sample, 1e-3 * ctx->t_sample_us / n_sample);
|
||||
fprintf(stderr, "%s: sample time = %8.2f ms / %5d runs (%8.2f ms per token)\n", __func__, 1e-3 * ctx->t_sample_us, n_sample, 1e-3 * ctx->t_sample_us / n_sample);
|
||||
fprintf(stderr, "%s: prompt eval time = %8.2f ms / %5d tokens (%8.2f ms per token)\n", __func__, 1e-3 * ctx->t_p_eval_us, n_p_eval, 1e-3 * ctx->t_p_eval_us / n_p_eval);
|
||||
fprintf(stderr, "%s: eval time = %8.2f ms / %5d runs (%8.2f ms per run)\n", __func__, 1e-3 * ctx->t_eval_us, n_eval, 1e-3 * ctx->t_eval_us / n_eval);
|
||||
fprintf(stderr, "%s: eval time = %8.2f ms / %5d runs (%8.2f ms per token)\n", __func__, 1e-3 * ctx->t_eval_us, n_eval, 1e-3 * ctx->t_eval_us / n_eval);
|
||||
fprintf(stderr, "%s: total time = %8.2f ms\n", __func__, (t_end_us - ctx->t_start_us)/1000.0);
|
||||
}
|
||||
|
||||
|
|
|
|||
4
llama.h
4
llama.h
|
|
@ -19,7 +19,7 @@
|
|||
# define LLAMA_API
|
||||
#endif
|
||||
|
||||
#define LLAMA_FILE_VERSION 1
|
||||
#define LLAMA_FILE_VERSION 2
|
||||
#define LLAMA_FILE_MAGIC 'ggjt'
|
||||
#define LLAMA_FILE_MAGIC_UNVERSIONED 'ggml'
|
||||
#define LLAMA_SESSION_MAGIC 'ggsn'
|
||||
|
|
@ -78,7 +78,7 @@ extern "C" {
|
|||
LLAMA_FTYPE_MOSTLY_Q4_0 = 2, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q4_1 = 3, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q4_1_SOME_F16 = 4, // tok_embeddings.weight and output.weight are F16
|
||||
LLAMA_FTYPE_MOSTLY_Q4_2 = 5, // except 1d tensors
|
||||
// LLAMA_FTYPE_MOSTLY_Q4_2 = 5, // support has been removed
|
||||
// LLAMA_FTYPE_MOSTLY_Q4_3 (6) support has been removed
|
||||
LLAMA_FTYPE_MOSTLY_Q8_0 = 7, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q5_0 = 8, // except 1d tensors
|
||||
|
|
|
|||
93
scripts/perf-run-all.sh
Executable file
93
scripts/perf-run-all.sh
Executable file
|
|
@ -0,0 +1,93 @@
|
|||
#!/bin/bash
|
||||
#
|
||||
# Measure the performance (time per token) of the various quantization techniques
|
||||
#
|
||||
|
||||
QUANTIZE=0
|
||||
if [ "$1" != "" ]; then
|
||||
echo "Quantizing"
|
||||
QUANTIZE=1
|
||||
fi
|
||||
|
||||
if [ "$QUANTIZE" != "0" ]; then
|
||||
#
|
||||
# quantize
|
||||
#
|
||||
|
||||
# 7B
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q4_0.bin q4_0 2>&1 | tee ../qnt-7b-q4_0.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q4_1.bin q4_1 2>&1 | tee ../qnt-7b-q4_1.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q5_0.bin q5_0 2>&1 | tee ../qnt-7b-q5_0.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q5_1.bin q5_1 2>&1 | tee ../qnt-7b-q5_1.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q8_0.bin q8_0 2>&1 | tee ../qnt-7b-q8_0.txt
|
||||
|
||||
# 13B
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q4_0.bin q4_0 2>&1 | tee ../qnt-13b-q4_0.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q4_1.bin q4_1 2>&1 | tee ../qnt-13b-q4_1.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q5_0.bin q5_0 2>&1 | tee ../qnt-13b-q5_0.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q5_1.bin q5_1 2>&1 | tee ../qnt-13b-q5_1.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q8_0.bin q8_0 2>&1 | tee ../qnt-13b-q8_0.txt
|
||||
fi
|
||||
|
||||
#
|
||||
# perf
|
||||
# run each command twice
|
||||
#
|
||||
|
||||
set -x
|
||||
|
||||
# 7B - 4 threads
|
||||
./bin/main -m ../models/7B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-7b-f16.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-7b-q4_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-7b-q4_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-7b-q5_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-7b-q5_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-7b-q8_0.txt | grep llama_print_timings
|
||||
|
||||
# 7B - 8 threads
|
||||
./bin/main -m ../models/7B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-7b-f16.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-7b-q4_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-7b-q4_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-7b-q5_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-7b-q5_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/7B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/7B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-7b-q8_0.txt | grep llama_print_timings
|
||||
|
||||
# 13B - 4 threads
|
||||
./bin/main -m ../models/13B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-13b-f16.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-13b-q4_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-13b-q4_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-13b-q5_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-13b-q5_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 4 2>&1 | tee ../perf-13b-q8_0.txt | grep llama_print_timings
|
||||
|
||||
# 13B - 8 threads
|
||||
./bin/main -m ../models/13B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-f16.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-13b-f16.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q4_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-13b-q4_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q4_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-13b-q4_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q5_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-13b-q5_0.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q5_1.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-13b-q5_1.txt | grep llama_print_timings
|
||||
./bin/main -m ../models/13B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | grep "I believe"
|
||||
time ./bin/main -m ../models/13B/ggml-model-q8_0.bin -p "I believe the meaning of life is" --no-mmap -c 2048 --ignore-eos -s 1 -n 64 -t 8 2>&1 | tee ../perf-13b-q8_0.txt | grep llama_print_timings
|
||||
|
|
@ -7,7 +7,6 @@
|
|||
# 7B
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q4_0.bin q4_0 2>&1 | tee ../qnt-7b-q4_0.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q4_1.bin q4_1 2>&1 | tee ../qnt-7b-q4_1.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q4_2.bin q4_2 2>&1 | tee ../qnt-7b-q4_2.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q5_0.bin q5_0 2>&1 | tee ../qnt-7b-q5_0.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q5_1.bin q5_1 2>&1 | tee ../qnt-7b-q5_1.txt
|
||||
time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q8_0.bin q8_0 2>&1 | tee ../qnt-7b-q8_0.txt
|
||||
|
|
@ -15,7 +14,6 @@ time ./bin/quantize ../models/7B/ggml-model-f16.bin ../models/7B/ggml-model-q8_0
|
|||
# 13B
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q4_0.bin q4_0 2>&1 | tee ../qnt-13b-q4_0.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q4_1.bin q4_1 2>&1 | tee ../qnt-13b-q4_1.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q4_2.bin q4_2 2>&1 | tee ../qnt-13b-q4_2.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q5_0.bin q5_0 2>&1 | tee ../qnt-13b-q5_0.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q5_1.bin q5_1 2>&1 | tee ../qnt-13b-q5_1.txt
|
||||
time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q8_0.bin q8_0 2>&1 | tee ../qnt-13b-q8_0.txt
|
||||
|
|
@ -28,7 +26,6 @@ time ./bin/quantize ../models/13B/ggml-model-f16.bin ../models/13B/ggml-model-q8
|
|||
time ./bin/perplexity -m ../models/7B/ggml-model-f16.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-7b-f16.txt
|
||||
time ./bin/perplexity -m ../models/7B/ggml-model-q4_0.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-7b-q4_0.txt
|
||||
time ./bin/perplexity -m ../models/7B/ggml-model-q4_1.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-7b-q4_1.txt
|
||||
time ./bin/perplexity -m ../models/7B/ggml-model-q4_2.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-7b-q4_2.txt
|
||||
time ./bin/perplexity -m ../models/7B/ggml-model-q5_0.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-7b-q5_0.txt
|
||||
time ./bin/perplexity -m ../models/7B/ggml-model-q5_1.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-7b-q5_1.txt
|
||||
time ./bin/perplexity -m ../models/7B/ggml-model-q8_0.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-7b-q8_0.txt
|
||||
|
|
@ -37,7 +34,6 @@ time ./bin/perplexity -m ../models/7B/ggml-model-q8_0.bin -f ./wiki.test.raw --n
|
|||
time ./bin/perplexity -m ../models/13B/ggml-model-f16.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-13b-f16.txt
|
||||
time ./bin/perplexity -m ../models/13B/ggml-model-q4_0.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-13b-q4_0.txt
|
||||
time ./bin/perplexity -m ../models/13B/ggml-model-q4_1.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-13b-q4_1.txt
|
||||
time ./bin/perplexity -m ../models/13B/ggml-model-q4_2.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-13b-q4_2.txt
|
||||
time ./bin/perplexity -m ../models/13B/ggml-model-q5_0.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-13b-q5_0.txt
|
||||
time ./bin/perplexity -m ../models/13B/ggml-model-q5_1.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-13b-q5_1.txt
|
||||
time ./bin/perplexity -m ../models/13B/ggml-model-q8_0.bin -f ./wiki.test.raw --no-mmap -t 12 2>&1 | tee ../ppl-13b-q8_0.txt
|
||||
|
|
|
|||
Loading…
Reference in a new issue