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Min P sampler implementation [alternative to Top P/Top K] #3841

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Oct 31, 2023
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59d1232
cuda : prints wip
ggerganov Oct 25, 2023
52af782
cuda : new cublas gemm branch for multi-batch quantized src0
ggerganov Oct 25, 2023
16b60dd
cuda : add F32 sgemm branch
ggerganov Oct 25, 2023
a3c2843
cuda : fine-tune >= VOLTA params + use MMQ only for small batches
ggerganov Oct 25, 2023
4c6744b
cuda : remove duplicated cuBLAS GEMM code
ggerganov Oct 25, 2023
a4e15a3
cuda : add CUDA_USE_TENSOR_CORES and GGML_CUDA_FORCE_MMQ macros
ggerganov Oct 25, 2023
49af767
build : add compile option to force use of MMQ kernels
ggerganov Oct 27, 2023
a9e2b74
Super hacky starting implementation of Min P
kalomaze Oct 28, 2023
a235a0d
Transform Min P into a proper CLI option
kalomaze Oct 29, 2023
838d58d
Min P disabled if set to 1.0 or 0, otherwise Top P
kalomaze Oct 29, 2023
69ef4ca
Debugging print statements removed
kalomaze Oct 29, 2023
833637b
erring on the side of caution; disable by default
kalomaze Oct 29, 2023
62fc771
Remove accidentally kept prints + min_keep support
kalomaze Oct 29, 2023
49b68e8
Standardize 0.0 disabling min_p upon feedback
kalomaze Oct 29, 2023
6f7cdec
Simplified counter by checking candidates size
kalomaze Oct 29, 2023
cb23358
minor whitespace fix
kalomaze Oct 29, 2023
fcbbfc1
Even formatting + exclusively 0.0f to disable now
kalomaze Oct 29, 2023
69e638e
cleanup
cebtenzzre Oct 29, 2023
3ddfd67
permit simultaneous use of top_p and min_p
cebtenzzre Oct 29, 2023
18c0aa7
Merge remote-tracking branch 'original/cuda-quantum-batch' into min-p…
kalomaze Oct 29, 2023
87adfad
Merge branch 'min-p-sampling' of https://github.com/kalomaze/koboldcp…
kalomaze Oct 29, 2023
9248325
Update README & set 0.05 default
kalomaze Oct 31, 2023
512cac6
added a bit more context to the README
kalomaze Oct 31, 2023
974640a
Update README for consistency
kalomaze Oct 31, 2023
3b58af2
forgot one small thing!
kalomaze Oct 31, 2023
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2 changes: 1 addition & 1 deletion common/sampling.h
Original file line number Diff line number Diff line change
Expand Up @@ -14,7 +14,7 @@ typedef struct llama_sampling_params {
int32_t n_probs = 0; // if greater than 0, output the probabilities of top n_probs tokens.
int32_t top_k = 40; // <= 0 to use vocab size
float top_p = 0.95f; // 1.0 = disabled
float min_p = 1.0f; // 1.0 (or 0.0) = disabled
float min_p = 0.0f; // 1.0 (or 0.0) = disabled
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float tfs_z = 1.00f; // 1.0 = disabled
float typical_p = 1.00f; // 1.0 = disabled
float temp = 0.80f; // 1.0 = disabled
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9 changes: 3 additions & 6 deletions llama.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -7377,18 +7377,15 @@ void llama_sample_min_p(struct llama_context * ctx, llama_token_data_array * can
std::vector<llama_token_data> filtered_candidates;
filtered_candidates.reserve(candidates->size); // Reserve to avoid multiple reallocations

size_t kept_count = 0; // Counter for how many tokens are kept

for (size_t i = 0; i < candidates->size; ++i) {
// If a token's probability is above the threshold, we keep it.
if (candidates->data[i].p >= multiplied_min_p) {
// If a token's probability is above the threshold or if we haven't kept enough tokens yet
if (candidates->data[i].p >= multiplied_min_p || filtered_candidates.size() < min_keep) {
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filtered_candidates.push_back(candidates->data[i]);
kept_count++; // Increment the counter
}
}

// If not enough candidates meet the threshold, take the top 'min_keep' ones
if (kept_count < min_keep) {
if (filtered_candidates.size() < min_keep) {
std::sort(candidates->data, candidates->data + candidates->size,
[](const llama_token_data & a, const llama_token_data & b) {
return a.p > b.p; // Sort by probability in descending order
Expand Down