add test weights conversion script

finegrain-ai · Oct 9, 2023 · 976b55a · 976b55a
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diff --git a/README.md b/README.md
@@ -196,6 +196,14 @@ If you want to depend on Refiners in your project which uses Poetry, you can do
 poetry add git+ssh://git@github.com:finegrain-ai/refiners.git#main
 ```
 
+If you want to run tests, we provide a script to download and convert all the necessary weights first. Be aware that this will use around 50 GB of disk space.
+
+```bash
+poetry shell
+./scripts/prepare-test-weights.sh
+pytest
+```
+
 ### Hello World
 
 Here is how to perform a text-to-image inference using the Stable Diffusion 1.5 foundational model patched with a Pokemon LoRA:

diff --git a/scripts/prepare-test-weights.sh b/scripts/prepare-test-weights.sh
@@ -0,0 +1,377 @@
+#!/bin/bash
+
+# This script downloads source weights from Hugging Face using cURL.
+# We want to convert from local directories (not use the network in conversion
+# scripts) but we also do not want to clone full repositories to save space.
+# This approach is more verbose but it lets us pick and choose.
+
+set -x
+cd "$(dirname "$0")/.."
+
+die () { >&2 echo "$@" ; exit 1 ; }
+
+check_hash () {  # (path, hash)
+    _path="$1"; shift
+    _expected="$1"
+    _found="$(b2sum -l 32 "$_path" | cut -d' ' -f1)"
+    [ "$_found" = "$_expected" ] || die "invalid hash for $_path ($_found != $_expected)"
+}
+
+download_sd_text_encoder () { # (base="runwayml/stable-diffusion-v1-5" subdir="text_encoder")
+    _base="$1"; shift
+    _subdir="$1"
+    mkdir tests/weights/$_base/$_subdir
+    pushd tests/weights/$_base/$_subdir
+        curl -LO https://huggingface.co/$_base/raw/main/$_subdir/config.json
+        curl -LO https://huggingface.co/$_base/resolve/main/$_subdir/model.safetensors
+    popd
+}
+
+download_sd_tokenizer () { # (base="runwayml/stable-diffusion-v1-5" subdir="tokenizer")
+    _base="$1"; shift
+    _subdir="$1"
+    mkdir tests/weights/$_base/$_subdir
+    pushd tests/weights/$_base/$_subdir
+        curl -LO https://huggingface.co/$_base/raw/main/$_subdir/merges.txt
+        curl -LO https://huggingface.co/$_base/raw/main/$_subdir/special_tokens_map.json
+        curl -LO https://huggingface.co/$_base/raw/main/$_subdir/tokenizer_config.json
+        curl -LO https://huggingface.co/$_base/raw/main/$_subdir/vocab.json
+    popd
+}
+
+download_sd_base () { # (base="runwayml/stable-diffusion-v1-5")
+    _base="$1"
+
+    # Inpainting source does not have safetensors.
+    _ext="safetensors"
+    grep -q "inpainting" <<< $_base && _ext="bin"
+
+    mkdir -p tests/weights/$_base
+    pushd tests/weights/$_base
+        curl -LO https://huggingface.co/$_base/raw/main/model_index.json
+        mkdir scheduler unet vae
+        pushd scheduler
+            curl -LO https://huggingface.co/$_base/raw/main/scheduler/scheduler_config.json
+        popd
+        pushd unet
+            curl -LO https://huggingface.co/$_base/raw/main/unet/config.json
+            curl -LO https://huggingface.co/$_base/resolve/main/unet/diffusion_pytorch_model.$_ext
+        popd
+        pushd vae
+            curl -LO https://huggingface.co/$_base/raw/main/vae/config.json
+            curl -LO https://huggingface.co/$_base/resolve/main/vae/diffusion_pytorch_model.$_ext
+        popd
+    popd
+    download_sd_text_encoder $_base text_encoder
+    download_sd_tokenizer $_base tokenizer
+}
+
+download_sd15 () { # (base="runwayml/stable-diffusion-v1-5")
+    _base="$1"
+    download_sd_base $_base
+    pushd tests/weights/$_base
+        mkdir feature_extractor safety_checker
+        pushd feature_extractor
+            curl -LO https://huggingface.co/$_base/raw/main/feature_extractor/preprocessor_config.json
+        popd
+        pushd safety_checker
+            curl -LO https://huggingface.co/$_base/raw/main/safety_checker/config.json
+            curl -LO https://huggingface.co/$_base/resolve/main/safety_checker/model.safetensors
+        popd
+    popd
+}
+
+download_sdxl () { # (base="stabilityai/stable-diffusion-xl-base-1.0")
+    _base="$1"
+    download_sd_base $_base
+    download_sd_text_encoder $_base text_encoder_2
+    download_sd_tokenizer $_base tokenizer_2
+}
+
+download_vae_ft_mse () {
+    mkdir -p tests/weights/stabilityai/sd-vae-ft-mse
+    pushd tests/weights/stabilityai/sd-vae-ft-mse
+        curl -LO https://huggingface.co/stabilityai/sd-vae-ft-mse/raw/main/config.json
+        curl -LO https://huggingface.co/stabilityai/sd-vae-ft-mse/resolve/main/diffusion_pytorch_model.safetensors
+    popd
+}
+
+download_lora () {
+    mkdir -p tests/weights/pcuenq/pokemon-lora
+    pushd tests/weights/pcuenq/pokemon-lora
+        curl -LO https://huggingface.co/pcuenq/pokemon-lora/resolve/main/pytorch_lora_weights.bin
+    popd
+}
+
+download_preprocessors () {
+    mkdir -p tests/weights/carolineec/informativedrawings
+    pushd tests/weights/carolineec/informativedrawings
+        curl -LO https://huggingface.co/spaces/carolineec/informativedrawings/resolve/main/model2.pth
+    popd
+}
+
+download_controlnet () {
+    mkdir -p tests/weights/lllyasviel
+    pushd tests/weights/lllyasviel
+        mkdir control_v11p_sd15_canny
+        pushd control_v11p_sd15_canny
+            curl -LO https://huggingface.co/lllyasviel/control_v11p_sd15_canny/raw/main/config.json
+            curl -LO https://huggingface.co/lllyasviel/control_v11p_sd15_canny/resolve/main/diffusion_pytorch_model.safetensors
+        popd
+        mkdir control_v11f1p_sd15_depth
+        pushd control_v11f1p_sd15_depth
+            curl -LO https://huggingface.co/lllyasviel/control_v11f1p_sd15_depth/raw/main/config.json
+            curl -LO https://huggingface.co/lllyasviel/control_v11f1p_sd15_depth/resolve/main/diffusion_pytorch_model.safetensors
+        popd
+        mkdir control_v11p_sd15_normalbae
+        pushd control_v11p_sd15_normalbae
+            curl -LO https://huggingface.co/lllyasviel/control_v11p_sd15_normalbae/raw/main/config.json
+            curl -LO https://huggingface.co/lllyasviel/control_v11p_sd15_normalbae/resolve/main/diffusion_pytorch_model.safetensors
+        popd
+        mkdir control_v11p_sd15_lineart
+        pushd control_v11p_sd15_lineart
+            curl -LO https://huggingface.co/lllyasviel/control_v11p_sd15_lineart/raw/main/config.json
+            curl -LO https://huggingface.co/lllyasviel/control_v11p_sd15_lineart/resolve/main/diffusion_pytorch_model.safetensors
+        popd
+    popd
+
+    mkdir -p tests/weights/mfidabel/controlnet-segment-anything
+    pushd tests/weights/mfidabel/controlnet-segment-anything
+        curl -LO https://huggingface.co/mfidabel/controlnet-segment-anything/raw/main/config.json
+        curl -LO https://huggingface.co/mfidabel/controlnet-segment-anything/resolve/main/diffusion_pytorch_model.bin
+    popd
+}
+
+download_unclip () {
+    mkdir -p tests/weights/stabilityai/stable-diffusion-2-1-unclip
+    pushd tests/weights/stabilityai/stable-diffusion-2-1-unclip
+        curl -LO https://huggingface.co/stabilityai/stable-diffusion-2-1-unclip/raw/main/model_index.json
+        mkdir image_encoder
+        pushd image_encoder
+            curl -LO https://huggingface.co/stabilityai/stable-diffusion-2-1-unclip/raw/main/image_encoder/config.json
+            curl -LO https://huggingface.co/stabilityai/stable-diffusion-2-1-unclip/resolve/main/image_encoder/model.safetensors
+        popd
+    popd
+}
+
+download_ip_adapter () {
+    mkdir -p tests/weights/h94/IP-Adapter
+    pushd tests/weights/h94/IP-Adapter
+        mkdir -p models
+        pushd models
+            curl -LO https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter_sd15.bin
+            curl -LO https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter-plus_sd15.bin
+        popd
+        mkdir -p sdxl_models
+        pushd sdxl_models
+            curl -LO https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter_sdxl_vit-h.bin
+            curl -LO https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter-plus_sdxl_vit-h.bin
+        popd
+    popd
+}
+
+download_t2i_adapter () {
+    mkdir -p tests/weights/TencentARC/t2iadapter_depth_sd15v2
+    pushd tests/weights/TencentARC/t2iadapter_depth_sd15v2
+        curl -LO https://huggingface.co/TencentARC/t2iadapter_depth_sd15v2/raw/main/config.json
+        curl -LO https://huggingface.co/TencentARC/t2iadapter_depth_sd15v2/resolve/main/diffusion_pytorch_model.bin
+    popd
+}
+
+download_sam () {
+    mkdir -p tests/weights
+    pushd tests/weights
+        curl -LO https://dl.fbaipublicfiles.com/segment_anything/sam_vit_h_4b8939.pth
+    popd
+    check_hash "tests/weights/sam_vit_h_4b8939.pth" 06785e66
+}
+
+convert_sd15 () {
+    python scripts/conversion/convert_transformers_clip_text_model.py \
+        --from "tests/weights/runwayml/stable-diffusion-v1-5" \
+        --to "tests/weights/CLIPTextEncoderL.safetensors" \
+        --half
+    check_hash "tests/weights/CLIPTextEncoderL.safetensors" bef71657
+
+    python scripts/conversion/convert_diffusers_autoencoder_kl.py \
+        --from "tests/weights/runwayml/stable-diffusion-v1-5" \
+        --to "tests/weights/lda.safetensors"
+    check_hash "tests/weights/lda.safetensors" 28f38b35
+
+    python scripts/conversion/convert_diffusers_unet.py \
+        --from "tests/weights/runwayml/stable-diffusion-v1-5" \
+        --to "tests/weights/unet.safetensors" \
+        --half
+    check_hash "tests/weights/unet.safetensors" d283a9a5
+
+    mkdir tests/weights/inpainting
+
+    python scripts/conversion/convert_diffusers_unet.py \
+        --from "tests/weights/runwayml/stable-diffusion-inpainting" \
+        --to "tests/weights/inpainting/unet.safetensors" \
+        --half
+    check_hash "tests/weights/inpainting/unet.safetensors" 78069e20
+}
+
+convert_sdxl () {
+    python scripts/conversion/convert_transformers_clip_text_model.py \
+        --from "tests/weights/stabilityai/stable-diffusion-xl-base-1.0" \
+        --to "tests/weights/DoubleCLIPTextEncoder.safetensors" \
+        --subfolder2 text_encoder_2 \
+        --half
+    check_hash "tests/weights/DoubleCLIPTextEncoder.safetensors" a68fd375
+
+    python scripts/conversion/convert_diffusers_autoencoder_kl.py \
+        --from "tests/weights/stabilityai/stable-diffusion-xl-base-1.0" \
+        --to "tests/weights/sdxl-lda.safetensors" \
+        --half
+    check_hash "tests/weights/sdxl-lda.safetensors" b00aaf87
+
+    python scripts/conversion/convert_diffusers_unet.py \
+        --from "tests/weights/stabilityai/stable-diffusion-xl-base-1.0" \
+        --to "tests/weights/sdxl-unet.safetensors" \
+        --half
+    check_hash "tests/weights/sdxl-unet.safetensors" 861b57fd
+}
+
+convert_vae_ft_mse () {
+    python scripts/conversion/convert_diffusers_autoencoder_kl.py \
+        --from "tests/weights/stabilityai/sd-vae-ft-mse" \
+        --to "tests/weights/lda_ft_mse.safetensors" \
+        --half
+    check_hash "tests/weights/lda_ft_mse.safetensors" 6cfb7776
+}
+
+convert_lora () {
+    mkdir tests/weights/loras
+
+    python scripts/conversion/convert_diffusers_lora.py \
+        --from "tests/weights/pcuenq/pokemon-lora/pytorch_lora_weights.bin" \
+        --base-model "tests/weights/runwayml/stable-diffusion-v1-5" \
+        --to "tests/weights/loras/pcuenq_pokemon_lora.safetensors"
+    check_hash "tests/weights/loras/pcuenq_pokemon_lora.safetensors" a9d7e08e
+}
+
+convert_preprocessors () {
+    curl -L https://raw.githubusercontent.com/carolineec/informative-drawings/main/model.py \
+        -o src/model.py
+    python scripts/conversion/convert_informative_drawings.py \
+        --from "tests/weights/carolineec/informativedrawings/model2.pth" \
+        --to "tests/weights/informative-drawings.safetensors"
+    rm -f src/model.py
+    check_hash "tests/weights/informative-drawings.safetensors" 0294ac8a
+}
+
+convert_controlnet () {
+    mkdir tests/weights/controlnet
+
+    python scripts/conversion/convert_diffusers_controlnet.py \
+        --from "tests/weights/lllyasviel/control_v11p_sd15_canny" \
+        --to "tests/weights/controlnet/lllyasviel_control_v11p_sd15_canny.safetensors"
+    check_hash "tests/weights/controlnet/lllyasviel_control_v11p_sd15_canny.safetensors" be9ffe47
+
+    python scripts/conversion/convert_diffusers_controlnet.py \
+        --from "tests/weights/lllyasviel/control_v11f1p_sd15_depth" \
+        --to "tests/weights/controlnet/lllyasviel_control_v11f1p_sd15_depth.safetensors"
+    check_hash "tests/weights/controlnet/lllyasviel_control_v11f1p_sd15_depth.safetensors" bbeaa1ba
+
+    python scripts/conversion/convert_diffusers_controlnet.py \
+        --from "tests/weights/lllyasviel/control_v11p_sd15_normalbae" \
+        --to "tests/weights/controlnet/lllyasviel_control_v11p_sd15_normalbae.safetensors"
+    check_hash "tests/weights/controlnet/lllyasviel_control_v11p_sd15_normalbae.safetensors" 24520c5b
+
+    python scripts/conversion/convert_diffusers_controlnet.py \
+        --from "tests/weights/lllyasviel/control_v11p_sd15_lineart" \
+        --to "tests/weights/controlnet/lllyasviel_control_v11p_sd15_lineart.safetensors"
+    check_hash "tests/weights/controlnet/lllyasviel_control_v11p_sd15_lineart.safetensors" 5bc4de82
+
+    python scripts/conversion/convert_diffusers_controlnet.py \
+        --from "tests/weights/mfidabel/controlnet-segment-anything" \
+        --to "tests/weights/controlnet/mfidabel_controlnet-segment-anything.safetensors"
+    check_hash "tests/weights/controlnet/mfidabel_controlnet-segment-anything.safetensors" ba7059fc
+}
+
+convert_unclip () {
+    python scripts/conversion/convert_transformers_clip_image_model.py \
+        --from "tests/weights/stabilityai/stable-diffusion-2-1-unclip" \
+        --to "tests/weights/CLIPImageEncoderH.safetensors" \
+        --half
+    check_hash "tests/weights/CLIPImageEncoderH.safetensors" 654842e4
+}
+
+convert_ip_adapter () {
+    python scripts/conversion/convert_diffusers_ip_adapter.py \
+        --from "tests/weights/h94/IP-Adapter/models/ip-adapter_sd15.bin" \
+        --to "tests/weights/ip-adapter_sd15.safetensors"
+    check_hash "tests/weights/ip-adapter_sd15.safetensors" 9579b465
+
+    python scripts/conversion/convert_diffusers_ip_adapter.py \
+        --from "tests/weights/h94/IP-Adapter/sdxl_models/ip-adapter_sdxl_vit-h.bin" \
+        --to "tests/weights/ip-adapter_sdxl_vit-h.safetensors" \
+        --half
+    check_hash "tests/weights/ip-adapter_sdxl_vit-h.safetensors" 739504c6
+
+    python scripts/conversion/convert_diffusers_ip_adapter.py \
+        --from "tests/weights/h94/IP-Adapter/models/ip-adapter-plus_sd15.bin" \
+        --to "tests/weights/ip-adapter-plus_sd15.safetensors" \
+        --half
+    check_hash "tests/weights/ip-adapter-plus_sd15.safetensors" 9cea790f
+
+    python scripts/conversion/convert_diffusers_ip_adapter.py \
+        --from "tests/weights/h94/IP-Adapter/sdxl_models/ip-adapter-plus_sdxl_vit-h.bin" \
+        --to "tests/weights/ip-adapter-plus_sdxl_vit-h.safetensors" \
+        --half
+    check_hash "tests/weights/ip-adapter-plus_sdxl_vit-h.safetensors" a090ab44
+}
+
+convert_t2i_adapter () {
+    mkdir tests/weights/T2I-Adapter
+    python scripts/conversion/convert_diffusers_t2i_adapter.py \
+        --from "tests/weights/TencentARC/t2iadapter_depth_sd15v2" \
+        --to "tests/weights/T2I-Adapter/t2iadapter_depth_sd15v2.safetensors" \
+        --half
+    check_hash "tests/weights/T2I-Adapter/t2iadapter_depth_sd15v2.safetensors" 809a355f
+}
+
+convert_sam () {
+    python scripts/conversion/convert_segment_anything.py \
+        --from "tests/weights/sam_vit_h_4b8939.pth" \
+        --to "tests/weights/segment-anything-h.safetensors"
+    check_hash "tests/weights/segment-anything-h.safetensors" e11e1ec5
+}
+
+download_all () {
+    download_sd15 runwayml/stable-diffusion-v1-5
+    download_sd15 runwayml/stable-diffusion-inpainting
+    download_sdxl stabilityai/stable-diffusion-xl-base-1.0
+    download_vae_ft_mse
+    download_lora
+    download_preprocessors
+    download_controlnet
+    download_unclip
+    download_ip_adapter
+    download_t2i_adapter
+    download_sam
+}
+
+convert_all () {
+    convert_sd15
+    convert_sdxl
+    convert_vae_ft_mse
+    convert_lora
+    convert_preprocessors
+    convert_controlnet
+    convert_unclip
+    convert_ip_adapter
+    convert_t2i_adapter
+    convert_sam
+}
+
+main () {
+    git lfs install || die "could not install git lfs"
+    rm -rf tests/weights
+    download_all
+    convert_all
+}
+
+main